@ 21335073:a244b1ad

The other day, I had the privilege of sitting down with one of my favorite living artists. Our conversation was so captivating that I felt compelled to share it. I’m leaving his name out for privacy.

Since our last meeting, I’d watched a documentary about his life, one he’d helped create. I told him how much I admired his openness in it. There’s something strange about knowing intimate details of someone’s life when they know so little about yours—it’s almost like I knew him too well for the kind of relationship we have.

He paused, then said quietly, with a shy grin, that watching the documentary made him realize how “odd and eccentric” he is. I laughed and told him he’s probably the sanest person I know. Because he’s lived fully, chasing love, passion, and purpose with hardly any regrets. He’s truly lived.

Today, I turn 44, and I’ll admit I’m a bit eccentric myself. I think I came into the world this way. I’ve made mistakes along the way, but I carry few regrets. Every misstep taught me something. And as I age, I’m not interested in blending in with the world—I’ll probably just lean further into my own brand of “weird.” I want to live life to the brim. The older I get, the more I see that the “normal” folks often seem less grounded than the eccentric artists who dare to live boldly. Life’s too short to just exist, actually live.

I’m not saying to be strange just for the sake of it. But I’ve seen what the crowd celebrates, and I’m not impressed. Forge your own path, even if it feels lonely or unpopular at times.

It’s easy to scroll through the news and feel discouraged. But actually, this is one of the most incredible times to be alive! I wake up every day grateful to be here, now. The future is bursting with possibility—I can feel it.

So, to my fellow weirdos on nostr: stay bold. Keep dreaming, keep pushing, no matter what’s trending. Stay wild enough to believe in a free internet for all. Freedom is radical—hold it tight. Live with the soul of an artist and the grit of a fighter. Thanks for inspiring me and so many others to keep hoping. Thank you all for making the last year of my life so special.

@ 51bbb15e:b77a2290

Yeah, I’m sure everything in the file is legit. 👍 Let’s review the guard witness testimony…Oh wait, they weren’t at their posts despite 24/7 survellience instructions after another Epstein “suicide” attempt two weeks earlier. Well, at least the video of the suicide is in the file? Oh wait, a techical glitch. Damn those coincidences!

At this point, the Trump administration has zero credibility with me on anything related to the Epstein case and his clients. I still suspect the administration is using the Epstein files as leverage to keep a lot of RINOs in line, whereas they’d be sabotaging his agenda at every turn otherwise. However, I just don’t believe in ends-justify-the-means thinking. It’s led almost all of DC to toss out every bit of the values they might once have had.

@ c9badfea:610f861a

1. Install Sky Map (it's free and open source)
2. Launch the app and tap Accept, then tap OK
3. When asked to access the device's location, tap While Using The App
4. Tap somewhere on the screen to activate the menu, then tap ⁝ and select Settings
5. Disable Send Usage Statistics
6. Return to the main screen and enjoy stargazing!

ℹ️ Use the 🔍 icon in the upper toolbar to search for a specific celestial body, or tap the 👁️ icon to activate night mode

@ 04c915da:3dfbecc9

This piece is the first in a series that will focus on things I think are a priority if your focus is similar to mine: building a strong family and safeguarding their future.

---

Choosing the ideal place to raise a family is one of the most significant decisions you will ever make. For simplicity sake I will break down my thought process into key factors: strong property rights, the ability to grow your own food, access to fresh water, the freedom to own and train with guns, and a dependable community.

A Jurisdiction with Strong Property Rights

Strong property rights are essential and allow you to build on a solid foundation that is less likely to break underneath you. Regions with a history of limited government and clear legal protections for landowners are ideal. Personally I think the US is the single best option globally, but within the US there is a wide difference between which state you choose. Choose carefully and thoughtfully, think long term. Obviously if you are not American this is not a realistic option for you, there are other solid options available especially if your family has mobility. I understand many do not have this capability to easily move, consider that your first priority, making movement and jurisdiction choice possible in the first place.

Abundant Access to Fresh Water

Water is life. I cannot overstate the importance of living somewhere with reliable, clean, and abundant freshwater. Some regions face water scarcity or heavy regulations on usage, so prioritizing a place where water is plentiful and your rights to it are protected is critical. Ideally you should have well access so you are not tied to municipal water supplies. In times of crisis or chaos well water cannot be easily shutoff or disrupted. If you live in an area that is drought prone, you are one drought away from societal chaos. Not enough people appreciate this simple fact.

Grow Your Own Food

A location with fertile soil, a favorable climate, and enough space for a small homestead or at the very least a garden is key. In stable times, a small homestead provides good food and important education for your family. In times of chaos your family being able to grow and raise healthy food provides a level of self sufficiency that many others will lack. Look for areas with minimal restrictions, good weather, and a culture that supports local farming.

Guns

The ability to defend your family is fundamental. A location where you can legally and easily own guns is a must. Look for places with a strong gun culture and a political history of protecting those rights. Owning one or two guns is not enough and without proper training they will be a liability rather than a benefit. Get comfortable and proficient. Never stop improving your skills. If the time comes that you must use a gun to defend your family, the skills must be instinct. Practice. Practice. Practice.

A Strong Community You Can Depend On

No one thrives alone. A ride or die community that rallies together in tough times is invaluable. Seek out a place where people know their neighbors, share similar values, and are quick to lend a hand. Lead by example and become a good neighbor, people will naturally respond in kind. Small towns are ideal, if possible, but living outside of a major city can be a solid balance in terms of work opportunities and family security.

---

Let me know if you found this helpful. My plan is to break down how I think about these five key subjects in future posts.

@ cefb08d1:f419beff

https://stacker.news/items/988759

@ 8d34bd24:414be32b

It seems like most Christians today have lost their reverence and awe of God. We’ve attributed God’s awesome creation by the word of His mouth to random chance and a Big Bang. We’ve attributed the many layers of sediment to millions and billions of years of time instead of God’s judgment of evil. We’ve emphasized His love and mercy to the point that we’ve forgotten about His holiness and righteous wrath. We’ve brought God down to our level and made Him either our “buddy” or made Him our magic genie servant, who is just there to answer our every want and whim.

The God of the Bible is a holy and awesome God who should be both loved and feared.

The fear of the Lord is the beginning of knowledge;\ Fools despise wisdom and instruction. (Proverbs 1:7)

The God of the Bible is the Lord of Lords and King of Kings who “… upholds all things by the word of His power. …” (Hebrews 1:3). Yes, God loves us as sons. Yes, God is merciful. Yes, through Jesus we have the blessed opportunity to approach God directly. None of that means we get to treat God like just another friend. We are to approach God with fear and trembling and worship Him in reverence and awe.

Worship the Lord with reverence And rejoice with trembling. (Psalm 2:11)

Part of the problem is that our culture just doesn’t show reverence to authority. It focuses on self and freedom. The whole thought of reverence for authority is incomprehensible for many. Look at this Psalm of worship:

The Lord reigns, let the peoples tremble;\ He is enthroned above the cherubim, let the earth shake!\ The Lord is great in Zion,\ And He is exalted above all the peoples.\ Let them praise Your great and awesome name;\ Holy is He. (Psalm 99:1-3)

This is the way we should view God and the proper attitude for approaching God.

Another issue is that we don’t study what God has done in the past. In the Old Testament, God commanded the Israelites to setup monuments of remembrance and to teach their kids all of the great things God had done for them. When they failed to do so, Israel drifted astray.

You shall teach them to your sons, talking of them when you sit in your house and when you walk along the road and when you lie down and when you rise up. (Deuteronomy 11:19)

God has given us the Bible, His word, so that we can know Him, know His character, and know His great deeds. When we fail to be in His word daily, we can forget (or not even know) the greatness of our God.

Establish Your word to Your servant,\ As that which produces reverence for You. (Psalm 119:38)

Do you love God’s word like this? Do you hunger for God’s word? Do you seek to know everything about God that you can know? When we love someone or something, we want to know everything about it.

Princes persecute me without cause,\ But my heart stands in awe of Your words.\ **I rejoice at Your word,\ As one who finds great spoil. \ (Psalm 119:161-162) {emphasis mine}

In addition to what we can learn about God in the Bible, we also need to remember what God has done in our own lives. We need to dwell on what God has done for us. We can just try to remember. Even better (I’ll admit this is a weakness for me), write down answered prayers, blessings, and other things God has done for you. My son has been writing down one blessing every day for over a year. What an example he is!

After we have thought about what God has done for us and those we care about, we should praise Him for His great works.

Shout joyfully to God, all the earth;\ Sing the glory of His name;\ Make His praise glorious.\ Say to God, “How awesome are Your works!\ Because of the greatness of Your power \ Your enemies will give feigned obedience to You.\ All the earth will worship You,\ And will sing praises to You;\ They will sing praises to Your name.” Selah.\ **Come and see the works of God,\ Who is awesome in His deeds toward the sons of men. \ (Psalm 66:1-5) {emphasis mine}

There is nothing we can do to earn salvation from God, but we should be in awe of what He has done for us leading to submission and obedience in gratitude.

Therefore, since we receive a kingdom which cannot be shaken, let us show gratitude, by which we may offer to God an acceptable service with reverence and awe; for our God is a consuming fire. (Hebrews 12:28-29) {emphasis mine}

Are you thankful for your blessings or resentful for what you don’t have? Do you worship God or take things He has provided for granted? Do you tell the world the awesome things God has done for you or do you stay silent? Do you claim to be a Christian, but live a life no different than those around you?

Then the Lord said,

“Because this people draw near with their words\ And honor Me with their lip service,\ But they remove their hearts far from Me,\ And their reverence for Me consists of tradition learned by rote, (Isaiah 29:13)

I hope this passage does not describe your relation ship with our awesome God. He deserves so much more. Instead we should be zealous to praise God and share His goodness with those around us.

Who is there to harm you if you prove zealous for what is good? But even if you should suffer for the sake of righteousness, you are blessed. And do not fear their intimidation, and do not be troubled, but sanctify Christ as Lord in your hearts, always being ready to make a defense to everyone who asks you to give an account for the hope that is in you, yet with gentleness and reverence; (1 Peter 3:13-15) {emphasis mine}

Did you know that you can even show reverence by your every day work?

By faith Noah, being warned by God about things not yet seen, in reverence prepared an ark for the salvation of his household, by which he condemned the world, and became an heir of the righteousness which is according to faith. (Hebrews 11:7) {emphasis mine}

When Noah stepped out in faith and obedience to God and built the ark as God commanded, despite the fact that the people around him probably thought he was crazy building a boat on dry ground that had never flooded, his work was a kind of reverence to God. Are there areas in your life where you can obey God in reverence to His awesomeness? Do you realize that quality work in obedience to God can be a form of worship?

Just going above and beyond in your job can be a form of worship of God if you are working extra hard to honor Him. Obedience is another form of worship and reverence.

Then Zerubbabel the son of Shealtiel, and Joshua the son of Jehozadak, the high priest, with all the remnant of the people, obeyed the voice of the Lord their God and the words of Haggai the prophet, as the Lord their God had sent him. And the people showed reverence for the Lord. (Haggai 1:12) {emphasis mine}

Too many people have put the word of men (especially scientists) above the word of God and have tried to change the clear meaning of the Bible. I used to think it strange how the Bible goes through the days of creation and ends each day with “and there was evening and there was morning, the xth day.” Since a day has an evening and a morning, that seemed redundant. Why did God speak in this manner? God knew that a day would come when many scientist would try to disprove God and would claim that these days were not 24 hour days, but long ages. When a writer is trying to convey long ages, the writer does not mention evening/morning and doesn’t count the days.1

When we no longer see God as speaking the universe and everything in it into existence, we tend to not see God as an awesome God. We don’t see His power. We don’t see His knowledge. We don’t see His goodness. We also don’t see His authority. Why do we have to obey God? Because He created us and because He upholds us. Without Him we would not exist. Our creator has the authority to command His creation. When we compromise in this area, we lose our submission, our awe, and our reverence. (For more on the subject see my series.) When we believe His great works, especially those spoken of in Genesis 1-11 and in Exodus, we can’t help but be in awe of our God.

For the word of the Lord is upright,\ And all His work is done in faithfulness.\ He loves righteousness and justice;\ The earth is full of the lovingkindness of the Lord.\ By the word of the Lord the heavens were made,\ And by the breath of His mouth all their host.\ He gathers the waters of the sea together as a heap;\ He lays up the deeps in storehouses.\ **Let all the earth fear the Lord;\ Let all the inhabitants of the world stand in awe of Him. \ (Psalm 33:4-8) {emphasis mine}

Remembering God’s great works, we can’t help but worship in awe and reverence.

By awesome deeds You answer us in righteousness, O God of our salvation,\ *You who are the trust of all the ends of the earth* and of the farthest sea;\ Who establishes the mountains by His strength,\ Being girded with might;\ Who stills the roaring of the seas,\ The roaring of their waves,\ And the tumult of the peoples.\ They who dwell in the ends of the earth stand in awe of Your signs;\ You make the dawn and the sunset shout for joy. \ (Psalm 65:5-8) {emphasis mine}

If we truly do have awe and reverence for our God, we should be emboldened to tell those around us of His great works.

I will tell of Your name to my brethren;\ In the midst of the assembly I will praise You.\ You who fear the Lord, praise Him;\ All you descendants of Jacob, glorify Him,\ And stand in awe of Him, all you descendants of Israel. \ (Psalm 22:22-23) {emphasis mine}

May God grant you the wisdom to see His awesomeness and to trust Him, serve Him, obey Him, and worship Him as He so rightly deserves. May you always have a right view of God and a hunger for His word and a personal relationship with Him. To God be the Glory!

Trust Jesus

FYI, these are a few more passages on the subject that are helpful, but didn’t fit in the flow of my post.

Great is the Lord, and highly to be praised,\ And His greatness is unsearchable.\ One generation shall praise Your works to another,\ And shall declare Your mighty acts.\ On the glorious splendor of Your majesty\ And on Your wonderful works, I will meditate.\ Men shall speak of the power of Your awesome acts,\ And I will tell of Your greatness. (Psalm 145:3-6)

The boastful shall not stand before Your eyes;\ You hate all who do iniquity.\ You destroy those who speak falsehood;\ The Lord abhors the man of bloodshed and deceit.\ But as for me, by Your abundant lovingkindness I will enter Your house,\ At Your holy temple I will bow in reverence for You. (Psalm 5:5-7) {emphasis mine}

If you do not listen, and if you do not take it to heart to give honor to My name,” says the Lord of hosts, “then I will send the curse upon you and I will curse your blessings; and indeed, I have cursed them already, because you are not taking it to heart. Behold, I am going to rebuke your offspring, and I will spread refuse on your faces, the refuse of your feasts; and you will be taken away with it. Then you will know that I have sent this commandment to you, that My covenant may continue with Levi,” says the Lord of hosts. “My covenant with him was one of life and peace, and I gave them to him as an object of reverence; so he revered Me and stood in awe of My name. (Malachi 2:2-5) {emphasis mine}

@ 57d1a264:69f1fee1

I dare to claim that the big factor is the absence of an infinite feed design.

Modern social media landscape sucks for a myriad of reasons, but oh boy does the infinite feed take the crapcake. It's not just bad on it's own, it's emblematic of most, if not all other ways social media have deteriorated into an enshitification spiral. Let's see at just three things I hate about it the most.

1) It's addictive: In the race for your attention, every addictive design element helps. But infinite feed is addictive almost by default. Users are expected to pull the figurative lever until they hit a jackpot. Just one more reel, then I'll go to sleep.

2) Autonomy? What's that? You are not the one driving your experience. No. You are just a passenger passively absorbing what the feed feeds you.

3) Echo chambers. The algorithm might be more to blame here, but the infinite feed and it's super-limited exploration options sure don't help. Your feed only goes two ways - into the past and into the comfortable.

And I could go on, and on...

The point it, if the goal of every big tech company is to have us mindlessly and helplessly consume their products, without agency and opposition (and it is $$$), then the infinite feed gets them half-way there.

Let's get rid of it. For the sake of humanity.

Aphantasia [^1] Version: 1.0.2 Alpha

What is Aphantasia?

I like to call it a social network for graph enthusiasts. It's a place where your thoughts live in time and space, interconnected with others and explorable in a graph view.

The code is open-source and you can take a look at it on GitHub. There you can find more information about contributions, API usage and other details related to the software.

There is also an accompanying youtube channel.

https://www.youtube.com/watch?v=JeLOt-45rJM

[^1]: Aphantasia the software is named after aphantasia the condition - see Wikipedia for more information.

https://stacker.news/items/988754

@ 04c915da:3dfbecc9

Here’s a revised timeline of macro-level events from The Mandibles: A Family, 2029–2047 by Lionel Shriver, reimagined in a world where Bitcoin is adopted as a widely accepted form of money, altering the original narrative’s assumptions about currency collapse and economic control. In Shriver’s original story, the failure of Bitcoin is assumed amid the dominance of the bancor and the dollar’s collapse. Here, Bitcoin’s success reshapes the economic and societal trajectory, decentralizing power and challenging state-driven outcomes.

Part One: 2029–2032

• 2029 (Early Year)\ The United States faces economic strain as the dollar weakens against global shifts. However, Bitcoin, having gained traction emerges as a viable alternative. Unlike the original timeline, the bancor—a supranational currency backed by a coalition of nations—struggles to gain footing as Bitcoin’s decentralized adoption grows among individuals and businesses worldwide, undermining both the dollar and the bancor.

• 2029 (Mid-Year: The Great Renunciation)\ Treasury bonds lose value, and the government bans Bitcoin, labeling it a threat to sovereignty (mirroring the original bancor ban). However, a Bitcoin ban proves unenforceable—its decentralized nature thwarts confiscation efforts, unlike gold in the original story. Hyperinflation hits the dollar as the U.S. prints money, but Bitcoin’s fixed supply shields adopters from currency devaluation, creating a dual-economy split: dollar users suffer, while Bitcoin users thrive.

• 2029 (Late Year)\ Dollar-based inflation soars, emptying stores of goods priced in fiat currency. Meanwhile, Bitcoin transactions flourish in underground and online markets, stabilizing trade for those plugged into the bitcoin ecosystem. Traditional supply chains falter, but peer-to-peer Bitcoin networks enable local and international exchange, reducing scarcity for early adopters. The government’s gold confiscation fails to bolster the dollar, as Bitcoin’s rise renders gold less relevant.

• 2030–2031\ Crime spikes in dollar-dependent urban areas, but Bitcoin-friendly regions see less chaos, as digital wallets and smart contracts facilitate secure trade. The U.S. government doubles down on surveillance to crack down on bitcoin use. A cultural divide deepens: centralized authority weakens in Bitcoin-adopting communities, while dollar zones descend into lawlessness.

• 2032\ By this point, Bitcoin is de facto legal tender in parts of the U.S. and globally, especially in tech-savvy or libertarian-leaning regions. The federal government’s grip slips as tax collection in dollars plummets—Bitcoin’s traceability is low, and citizens evade fiat-based levies. Rural and urban Bitcoin hubs emerge, while the dollar economy remains fractured.

Time Jump: 2032–2047

• Over 15 years, Bitcoin solidifies as a global reserve currency, eroding centralized control. The U.S. government adapts, grudgingly integrating bitcoin into policy, though regional autonomy grows as Bitcoin empowers local economies.

Part Two: 2047

• 2047 (Early Year)\ The U.S. is a hybrid state: Bitcoin is legal tender alongside a diminished dollar. Taxes are lower, collected in BTC, reducing federal overreach. Bitcoin’s adoption has decentralized power nationwide. The bancor has faded, unable to compete with Bitcoin’s grassroots momentum.

• 2047 (Mid-Year)\ Travel and trade flow freely in Bitcoin zones, with no restrictive checkpoints. The dollar economy lingers in poorer areas, marked by decay, but Bitcoin’s dominance lifts overall prosperity, as its deflationary nature incentivizes saving and investment over consumption. Global supply chains rebound, powered by bitcoin enabled efficiency.

• 2047 (Late Year)\ The U.S. is a patchwork of semi-autonomous zones, united by Bitcoin’s universal acceptance rather than federal control. Resource scarcity persists due to past disruptions, but economic stability is higher than in Shriver’s original dystopia—Bitcoin’s success prevents the authoritarian slide, fostering a freer, if imperfect, society.

Key Differences

• Currency Dynamics: Bitcoin’s triumph prevents the bancor’s dominance and mitigates hyperinflation’s worst effects, offering a lifeline outside state control.
• Government Power: Centralized authority weakens as Bitcoin evades bans and taxation, shifting power to individuals and communities.
• Societal Outcome: Instead of a surveillance state, 2047 sees a decentralized, bitcoin driven world—less oppressive, though still stratified between Bitcoin haves and have-nots.

This reimagining assumes Bitcoin overcomes Shriver’s implied skepticism to become a robust, adopted currency by 2029, fundamentally altering the novel’s bleak trajectory.

@ 47259076:570c98c4

When a man meets a woman, they produce another human being.

The biological purpose of life is to reproduce, that's why we have reproductive organs.

However, you can't reproduce if you are dying of starvation or something else.

So you must look for food, shelter and other basic needs.

Once those needs are satisfied, the situation as a whole is more stable and then it is easier to reproduce.

Once another human being is created, you still must support him.

In the animal kingdom, human babies are the ones who take longer to walk and be independent as a whole.

Therefore, in the first years of our lives, we are very dependent on our parents or whoever is taking care of us.

We also have a biological drive for living.

That's why when someone is drowning he will hold on into whatever they can grab with the highest strength possible.

Or when our hand is close to fire or something hot, we remove our hand immediately from the hot thing, without thinking about removing our hand, we just do it.

These are just 2 examples, there are many other examples that show this biological tendency/reflex to keep ourselves alive.

We also have our brain, which we can use to get information/knowledge/ideas/advice from the ether.

In this sense, our brain is just an antenna or radio, and the ether is the signal.

Of course, we are not the radio, we are the signal.

In other words, you are not your body, you are pure consciousness "locked" temporarily in a body.

Because we can act after receiving information from the ether, we can construct and invent new things to make our lives easier.

So far, using only biology as our rule, we can get to the following conclusion: The purpose of life is to live in a safe place, work to get food and reproduce.

Because humans have been evolving in the technological sense, we don't need to hunt for food, we can just go to the market and buy meat.

And for the shelter(house), we just buy it.

Even though you can buy a house, it's still not yours, since the government or any thug can take it from you, but this is a topic for another article.

So, adjusting what I said before in a modern sense, the purpose of life is: Work in a normal job from Monday to Friday, save money, buy a house, buy a car, get a wife and have kids. Keep working until you are old enough, then retire and do nothing for the rest of your life, just waiting for the moment you die.

Happy life, happy ending, right?

No.

There is something else to it, there is another side of the coin.

This is explored briefly by Steve Jobs in this video, but I pretend to go much further than him: https://youtu.be/uf6TzOHO_dk

Let's get to the point now.

First of all, you are alive. This is not normal.

Don't take life for granted.

There is no such a thing as a coincidence. Chance is but a name given for a law that has not been recognized yet.

You are here for a reason.

God is real. All creation starts in the mind.

The mind is the source of all creation.

When the mind of god starts thinking, it records its thoughts into matter through light.

But this is too abstract, let's get to something simple.

Governments exist, correct?

The force behind thinking is desire, without desire there is no creation.

If desired ceased to exist, everything would just vanish in the blink of an eye.

How governments are supported financially?

By taking your money.

Which means, you produce, and they take it.

And you can't go against it without suffering, therefore, you are a slave.

Are you realizing the gravity of the situation?

You are working to keep yourself alive as well as faceless useless men that you don't even know.

Your car must have an identification.

When you are born, you must have an identification.

In brazil, you can't home school your children.

When "your" "country" is in war, you must fight to defend it and give your life.

Countries are limited by imaginary lines.

How many lives have been destroyed in meaningless wars?

You must go to the front-line to defend your masters.

In most countries, you don't have freedom of speech, which means, you can't even express what you think.

When you create a company, you must have an identification and pass through a very bureaucratic process.

The money you use is just imaginary numbers in the screen of a computer or phone.

The money you use is created out of thin air.

By money here, I am referring to fiat money, not bitcoin.

Bitcoin is an alternative to achieve freedom, but this is topic for another article.

Depending on what you want to work on, you must go to college.

If you want to become a doctor, you must spend at least 5 years in an university decorating useless muscle names and bones.

Wisdom is way more important than knowledge.

That's why medical errors are the third leading cause of death in United States of America.

And I'm not even talking about Big Pharma and the "World Health Organization"

You can't even use or sell drugs, your masters don't allow it.

All the money you get, you must explain from where you got it.

Meanwhile, your masters have "black budget" and don't need to explain anything to you, even though everything they do is financed by your money.

In most countries you can't buy a gun, while your masters have a whole army fully armed to the teeth to defend them.

Your masters want to keep you sedated and asleep.

Look at all the "modern" art produced nowadays.

Look at the media, which of course was never created to "inform you".

Your masters even use your body to test their bio-technology, as happened with the covid 19 vaccines.

This is public human testing, there's of course secretive human testing, such as MKUltra and current experiments that happen nowadays that I don't even know.

I can give hundreds of millions of examples, quite literally, but let's just focus in one case, Jeffrey Epstein.

He was a guy who got rich "suddenly" and used his influence and spy skills to blackmail politicians and celebrities through recording them doing acts of pedophilia.

In United States of America, close to one million children a year go missing every year.

Some portion of these children are used in satanic rituals, and the participants of these rituals are individuals from the "high society".

Jeffrey Epstein was just an "employee", he was not the one at the top of the evil hierarchy.

He was serving someone or a group of people that I don't know who they are.

That's why they murdered him.

Why am I saying all of this?

The average person who sleep, work, eat and repeat has no idea all of this is going on.

They have no idea there is a very small group of powerful people who are responsible for many evil damage in the world.

They think the world is resumed in their little routine.

They think their routine is all there is to it.

They don't know how big the world truly is, in both a good and evil sense.

Given how much we produce and all the technology we have, people shouldn't even have to work, things would be almost nearly free.

Why aren't they?

Because of taxes.

This group of people even has access to a free energy device, which would disrupt the world in a magnitude greater than everything we have ever seen in the history of Earth.

That's why MANY people who tried to work in any manifestation of a free energy device have been murdered, or rather, "fell from a window".

How do I know a free energy device exist? This is topic for another article.

So my conclusion is:

We are in hell already. Know thyself. Use your mind for creation, any sort of creation. Do good for the people around you and the people you meet, always give more than you get, try to do your best in everything you set out to do, even if it's a boring or mundane work.

Life is short.

Our body can live no longer than 300 years.

Most people die before 90.

Know thyself, do good to the world while you can.

Wake up!!! Stop being sedated and asleep.

Be conscious.

@ 502ab02a:a2860397

บางครั้งพลังยิ่งใหญ่ที่สุดก็ไม่ใช่สิ่งที่เห็นได้ด้วยตาเปล่า เหมือนแสงแดดที่คนส่วนใหญ่มักจะกลัวเพราะกลัวผิวเสีย กลัวฝ้า กลัวร้อน แต่แท้จริงแล้วในแสงแดดมีบางสิ่งที่น่าเคารพอยู่ลึกๆ มันคือแสงที่มองไม่เห็น มันไม่แสบตา ไม่แสบผิว แต่มันลึก ถึงเซลล์ มันคือ “แสงอินฟราเรด” ที่ซ่อนตัวอย่างสุภาพในแดดยามเช้า

เฮียมักชอบพูดว่า แดดที่ดีไม่จำเป็นต้องแสบหลัง อาบแสงที่ลอดผ่านใบไม้ยามเช้าแบบไม่ต้องฝืนตาก็พอ แสงอินฟราเรดนี่แหละคือพระเอกตัวจริงในความเงียบ มันไม่ดัง ไม่โชว์ ไม่โฆษณา แต่มันลงลึกไปถึงระดับที่ร่างกายเรากำลังหิวโดยไม่รู้ตัวในระดับเซลล์

ในเซลล์ของเรา มีหน่วยผลิตพลังงานที่เรียกว่าไมโทคอนเดรีย เจ้านี่แหละคือโรงไฟฟ้าจิ๋วประจำบ้าน ที่ต้องตื่นมาทำงานทุกวันโดยไม่ได้หยุดเสาร์อาทิตย์ ยิ่งถ้าไมโทคอนเดรียทำงานไม่ดี ร่างกายก็จะเหมือนไฟตกทั้งระบบ—ง่วงง่าย เพลียไว ปวดนู่นปวดนี่เหมือนไฟในบ้านกระพริบตลอดเวลา

แล้วแสงอินฟราเรดเกี่ยวอะไรกับมัน? เฮียขอเล่าง่ายๆ ว่า ไมโทคอนเดรียมีตัวรับแสงตัวหนึ่งชื่อว่า cytochrome c oxidase เจ้านี่ตอบสนองต่อแสงอินฟราเรดช่วงคลื่นเฉพาะ คือประมาณ 600–900 นาโนเมตร พอโดนเข้าไป มันเหมือนได้จุดประกายให้โรงงานพลังงานในร่างกายกลับมาคึกคักอีกครั้ง ผลิตพลังงานได้มากขึ้น ระบบไหลเวียนเลือดก็ดีขึ้น เหมือนท่อน้ำที่เคยอุดตันก็กลับมาใสแจ๋ว ความอักเสบเล็กๆ ในร่างกายก็ลดลง คล้ายบ้านที่เคยอับชื้นแล้วได้เปิดหน้าต่างให้แสงแดดส่องเข้าไป

และที่น่ารักกว่านั้นคือ เราไม่ต้องไปถึงชายหาด ไม่ต้องจองรีสอร์ตริมทะเล แค่แดดเช้าอ่อนๆ ข้างบ้านหรือตามขอบระเบียง ก็ให้แสงอินฟราเรดได้แล้ว ถ้าใครอยู่ในเมืองใหญ่ที่มีแต่ตึกบังแดด แล้วจะเลือกใช้หลอดไฟ Red Light Therapy ก็ไม่ผิด แต่ต้องเลือกแบบรู้เท่าทันรู้ ไม่ใช่เห็นใครรีวิวก็ซื้อมาเปิดใส่หน้า หวังจะหน้าใสข้ามคืน ต้องเข้าใจทั้งความยาวคลื่น เวลาใช้งาน และจุดประสงค์ ไม่ใช่ใช้เพราะแค่กลัวแก่อยากหน้าตึง แต่ใช้เพราะอยากให้ร่างกายกลับไปทำงานอย่างเป็นธรรมชาติอีกครั้ง และอยู่ในประเทศหรือสถานที่ที่โดนแดดได้น้อยอยากได้เสริมเฉยๆ

แล้วเราจะรู้ได้ยังไงว่าไมโทคอนเดรียเรากลับมาทำงานดีขึ้น? เฮียว่าไม่ต้องรอผลเลือดจากแล็บไหนก็รู้ได้ อย่าไปยึดติดกับตัวเลขมากครับ เอาตัวเองเป็นหลัก ตั้งคำถามกับตัวเองว่ารู้สึกยังไงบ้าง ถ้าเริ่มนอนหลับลึกขึ้น ตื่นมาแล้วหัวไม่มึน ไม่หงุดหงิดตั้งแต่ยังไม่ลืมตา ถ้าปวดหลังปวดข้อที่เคยมีเริ่มหายไปแบบไม่ได้กินยา หรือแม้แต่ผิวที่ดูสดใสขึ้นแบบไม่ต้องง้อสกินแคร์ นั่นแหละคือเสียงขอบคุณเบาๆ จากไมโทคอนเดรียที่ได้แสงแดดแล้วกลับมามีชีวิตอีกครั้ง ถ้ามันดีก็คือดี

บางที เราไม่ต้องกินวิตามินเม็ดไหนเพิ่ม แค่เดินออกไปรับแดดเบาๆ ในเวลาเช้าๆ แล้วให้ร่างกายได้พูดคุยกับธรรมชาติบ้าง เพราะในความอบอุ่นเงียบๆ ของแสงอินฟราเรดนั้น มีเสียงเบาๆ ที่กำลังปลุกพลังในตัวเราให้กลับมาอีกครั้ง

แดดไม่ใช่ศัตรู ถ้าเรารู้จักมันในมุมที่ถูกต้อง เฮียแค่อยากชวนให้ลองเปลี่ยนจากคำว่า “กลัวแดด” เป็น “ฟังแดด” เพราะบางครั้งธรรมชาติไม่ได้พูดด้วยคำ แต่สื่อสารด้วยแสงที่แทรกผ่านหัวใจเราโดยไม่ต้องผ่านล่าม

บางคนอาจคิดในใจ “แหมเฮีย ก็ดีหรอก ถ้าได้ตื่นเช้า” 555555

เฮียเข้าใจดีเลยว่าไม่ใช่ทุกคนจะตื่นมาทันแดดยามเช้าได้เสมอไป ชีวิตคนเรามันไม่ได้เริ่มต้นพร้อมไก่ขันทุกวัน บางคนเพิ่งเข้านอนตอนตีสาม ตื่นอีกทีแดดก็แตะบ่ายเข้าไปแล้ว ไม่ต้องกังวลไปจ้ะ เพราะความมหัศจรรย์ของแสงอินฟราเรดยังมีให้เราได้ใช้แม้ในแดดยามเย็น

แดดช่วงเย็น โดยเฉพาะหลังสี่โมงเย็นไปจนเกือบหกโมง (หรือเร็วช้าตามฤดู) ก็ยังอุดมไปด้วยแสงอินฟราเรดในช่วงคลื่นที่ไมโทคอนเดรียชอบ แถมยังไม่มีรังสี UV ที่แรงจัดมารบกวนเหมือนตอนเที่ยง เรียกว่าเป็นแดดแบบละมุนๆ สำหรับคนที่อยาก “บำบัดใจ” แบบไม่ต้องร้อนจนหัวเปียก

เฮียเคยลองตากแดดเย็นเดินไปในสวนสาธารณะ แล้วรู้สึกว่ามันเหมือนได้รีเซ็ตจิตใจหลังวันเหนื่อยๆ ไปในตัว ยิ่งพอรู้ว่าในช่วงเวลานี้แสงที่ได้กำลังช่วยปลุกพลังงานในร่างกายแบบเงียบๆ ด้วยแล้ว มันทำให้เฮียยิ่งเคารพธรรมชาติมากขึ้นไปอีก เคยเห็นคนที่วันๆมีแต่ความเครียด ความโกรธ ความอาฆาตต่อโลกไหมหละ บางคนแค่โดนแดด แต่ไม่ได้ตากแดด การตากแดดคือปล่อยใจไปกับธรรมชาติ พูดคุยกับร่างกาย บอกเขาว่าเราจะทำตัวให้เป็นประโยชน์กับโลกใบนี้ ให้สมกับที่ใช้พลังงานของโลก

จะเช้าหรือเย็น สำคัญไม่เท่ากับความตั้งใจ เฮียว่าไม่ว่าชีวิตจะตื่นตอนไหน ถ้าเราให้เวลาแค่ 10–15 นาทีในแต่ละวัน ออกไปยืนให้แดดแตะหน้า แตะแขน หรือแค่ให้แสงลอดผ่านตาเบาๆ โดยไม่ต้องจ้องจ้าๆ ก็พอ แค่นี้ก็เป็นการให้ไมโทคอนเดรียได้หายใจ ได้ออกกำลังกายแบบของมัน และได้ส่งพลังกลับมาหาเราทั้งร่างกายและจิตใจ

สุดท้ายแล้ว แดดไม่ได้แบ่งชนชั้น ไม่เลือกว่าจะรักเฉพาะคนตื่นเช้า หรือโกรธคนตื่นสาย ขอแค่เรารู้จักเวลาและวิธีอยู่กับมันอย่างถูกจังหวะ แดดก็พร้อมจะให้เสมอ

#pirateketo #กูต้องรู้มั๊ย #ม้วนหางสิลูก #siamstr #SundaySpecialเราจะไปเป็นหมูแดดเดียว

@ 6ad3e2a3:c90b7740

I’ve written about MSTR twice already, https://www.chrisliss.com/p/mstr and https://www.chrisliss.com/p/mstr-part-2, but I want to focus on legendary short seller James Chanos’ current trade wherein he buys bitcoin (via ETF) and shorts MSTR, in essence to “be like Mike” Saylor who sells MSTR shares at the market and uses them to add bitcoin to the company’s balance sheet. After all, if it’s good enough for Saylor, why shouldn’t everyone be doing it — shorting a company whose stock price is more than 2x its bitcoin holdings and using the proceeds to buy the bitcoin itself?

Saylor himself has said selling shares at 2x NAV (net asset value) to buy bitcoin is like selling dollars for two dollars each, and Chanos has apparently decided to get in while the getting (market cap more than 2x net asset value) is good. If the price of bitcoin moons, sending MSTR’s shares up, you are more than hedged in that event, too. At least that’s the theory.

The problem with this bet against MSTR’s mNAV, i.e., you are betting MSTR’s market cap will converge 1:1 toward its NAV in the short and medium term is this trade does not exist in a vacuum. Saylor has described how his ATM’s (at the market) sales of shares are accretive in BTC per share because of this very premium they carry. Yes, we’ll dilute your shares of the company, but because we’re getting you 2x the bitcoin per share, you are getting an ever smaller slice of an ever bigger overall pie, and the pie is growing 2x faster than your slice is reducing. (I https://www.chrisliss.com/p/mstr how this works in my first post.)

But for this accretion to continue, there must be a constant supply of “greater fools” to pony up for the infinitely printable shares which contain only half their value in underlying bitcoin. Yes, those shares will continue to accrete more BTC per share, but only if there are more fools willing to make this trade in the future. So will there be a constant supply of such “fools” to keep fueling MSTR’s mNAV multiple indefinitely?

Yes, there will be in my opinion because you have to look at the trade from the prospective fools’ perspective. Those “fools” are not trading bitcoin for MSTR, they are trading their dollars, selling other equities to raise them maybe, but in the end it’s a dollars for shares trade. They are not selling bitcoin for them.

You might object that those same dollars could buy bitcoin instead, so they are surely trading the opportunity cost of buying bitcoin for them, but if only 5-10 percent of the market (or less) is buying bitcoin itself, the bucket in which which those “fools” reside is the entire non-bitcoin-buying equity market. (And this is not considering the even larger debt market which Saylor has yet to tap in earnest.)

So for those 90-95 percent who do not and are not presently planning to own bitcoin itself, is buying MSTR a fool’s errand, so to speak? Not remotely. If MSTR shares are infinitely printable ATM, they are still less so than the dollar and other fiat currencies. And MSTR shares are backed 2:1 by bitcoin itself, while the fiat currencies are backed by absolutely nothing. So if you hold dollars or euros, trading them for MSTR shares is an errand more sage than foolish.

That’s why this trade (buying BTC and shorting MSTR) is so dangerous. Not only are there many people who won’t buy BTC buying MSTR, there are many funds and other investment entities who are only able to buy MSTR.

Do you want to get BTC at 1:1 with the 5-10 percent or MSTR backed 2:1 with the 90-95 percent. This is a bit like medical tests that have a 95 percent accuracy rate for an asymptomatic disease that only one percent of the population has. If someone tests positive, it’s more likely to be a false one than an indication he has the disease*. The accuracy rate, even at 19:1, is subservient to the size of the respective populations.

At some point this will no longer be the case, but so long as the understanding of bitcoin is not widespread, so long as the dollar is still the unit of account, the “greater fools” buying MSTR are still miles ahead of the greatest fools buying neither, and the stock price and mNAV should only increase.

. . .

One other thought: it’s more work to play defense than offense because the person on offense knows where he’s going, and the defender can only react to him once he moves. Similarly, Saylor by virtue of being the issuer of the shares knows when more will come online while Chanos and other short sellers are borrowing them to sell in reaction to Saylor’s strategy. At any given moment, Saylor can pause anytime, choosing to issue convertible debt or preferred shares with which to buy more bitcoin, and the shorts will not be given advance notice.

If the price runs, and there is no ATM that week because Saylor has stopped on a dime, so to speak, the shorts will be left having to scramble to change directions and buy the shares back to cover. Their momentum might be in the wrong direction, though, and like Allen Iverson breaking ankles with a crossover, Saylor might trigger a massive short squeeze, rocketing the share price ever higher. That’s why he actually welcomes Chanos et al trying this copycat strategy — it becomes the fuel for outsized gains.

For that reason, news that Chanos is shorting MSTR has not shaken my conviction, though there are other more pertinent https://www.chrisliss.com/p/mstr-part-2 with MSTR, of which one should be aware. And as always, do your own due diligence before investing in anything.

* To understand this, consider a population of 100,000, with one percent having a disease. That means 1,000 have it, 99,000 do not. If the test is 95 percent accurate, and everyone is tested, 950 of the 1,000 will test positive (true positives), 50 who have it will test negative (false negatives.) Of the positives, 95 percent of 99,000 (94,050) will test negative (true negatives) and five percent (4,950) will test positive (false positives). That means 4,950 out of 5,900 positives (84%) will be false.

@ 34f1ddab:2ca0cf7c

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# Why Trust Crypt Recver? 🤝

🛠️ Expert Recovery Solutions\ At Crypt Recver, we specialize in addressing complex wallet-related issues. Our skilled engineers have the tools and expertise to handle:

• Partially lost or forgotten seed phrases
• Extracting funds from outdated or invalid wallet addresses
• Recovering data from damaged hardware wallets
• Restoring coins from old or unsupported wallet formats

You’re not just getting a service; you’re gaining a partner in your cryptocurrency journey.

🚀 Fast and Efficient Recovery\ We understand that time is crucial in crypto recovery. Our optimized systems enable you to regain access to your funds quickly, focusing on speed without compromising security. With a success rate of over 90%, you can rely on us to act swiftly on your behalf.

🔒 Privacy is Our Priority\ Your confidentiality is essential. Every recovery session is conducted with the utmost care, ensuring all processes are encrypted and confidential. You can rest assured that your sensitive information remains private.

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Our Recovery Services Include: 📈

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• Transaction Recovery: Mistakes happen — whether it’s an incorrect wallet address or a lost password, let us manage the recovery.
• Cold Wallet Restoration: If your cold wallet is failing, we can safely extract your assets and migrate them into a secure new wallet.
• Private Key Generation: Lost your private key? Our experts can help you regain control using advanced methods while ensuring your privacy.

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📞 Need Immediate Assistance? Connect with Us!\ For real-time support or questions, reach out to our dedicated team on:\ ✉️ Telegram: t.me/crypptrcver\ 💬 WhatsApp: +1(941)317–1821

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@ 0c65eba8:4a08ef9a

Why This Matters and Why You Must Rise

Before we get to the hard truth, you need to see what’s at stake: being a husband, a good husband, is one of the most powerful and rewarding roles a man can earn. A well-chosen wife who loves, trusts, and follows your lead brings daily peace, sexual loyalty, emotional steadiness, and generational purpose. She raises your children with respect, protects your name with dignity, and makes your home a fortress of peace, joy and legacy.

But that kind of marriage isn’t given. It’s not random. It must be cultivated. Every couple has the potential to build it, but most don’t know how. Some are emotionally or mentally blocked, and a rare few are so self-destructive or disordered that they don’t want peace at all. If you commit to growth, you avoid becoming that third group. Your habits, discipline, leadership, clarity, and standards will determine the kind of women you attract, and the kind you choose.

Now, the hard truth: most men today are not mature enough to lead a family. Not because of fate, but because they have not been forged into full adulthood. Our culture has abandoned the process of training boys into husbands and fathers. We are surrounded by “males”, men who are adult aged but lacking in masculine maturity. You want to be forged into the kind of man capable of bearing the responsibilities that make marriage work, and make life worth living.

You’ve probably been told one of three lies. First, that you should just be yourself and wait for the right woman to magically appear. Second, that it’s hopeless, that modern women are broken and you’ll never succeed. Third, that the only way to win is to become a manipulator or a predator. All three are lies. And all three will ruin you.

Marriage is an institution that rests on male responsibility. Now is not the time to indulge in unrestrained feelings. This is the time to think logically, act decisively, and get your foundations right. The emotions will come, joy, love, pride, but only after the structure is sound. This audit isn’t romantic. It’s not poetic. It’s not meant to flatter you. It’s meant to demand excellence.

Because the stakes are civilization.

For most of human history, men weren’t asked to find themselves, they were trained, tested, and proven by their clan. Their worth wasn’t debated, it was demonstrated in actions. Marriage wasn’t a reward; it was an assignment earned by utility, discipline, and loyalty. Today, you must choose to forge yourself or be disqualified by default.

This document is hard. That’s intentional. If it offends you, that’s a sign you need it. It is your blueprint, not your affirmation. Read it like your life depends on it, because it does. Your future wife depends on it. Your children depend on it. Your legacy does too.

Every man is born male. Few become men. Fewer still become husbands. If you are to lead, protect, and provide, this is your starting line.

Natural Law Audit and Prescriptive Protocol for Male Readiness for Marriage-Intentional Courtship

Meta-Readiness Considerations

I. Vision of Legacy and Life Direction

A man cannot lead a family without first knowing where he is going. Before evaluating readiness for courtship, you must clarify your vision. What kind of life are you building? What do you want your marriage, children, household, and legacy to look like in five, ten, twenty years? This is not optional. A man without vision drifts, and drifting men destroy women and children.

Ask: Do you want a traditional household? Homeschooling? A career-driven wife or a homemaker? City life or rural homesteading? What is your stance on faith, education, conflict, discipline, and family governance? If you do not define these things in advance, you will be disqualified by women who have.

Your first step is to write it down. This vision is aspirational, it doesn’t need to be perfect, and it will evolve over time. But it must exist to anchor your habits, guide your structure, and align your strategic direction. Without it, you will have no consistent way to measure whether your decisions are moving you toward or away from your goals. Most importantly, this vision will help you evaluate whether a particular woman will support or undermine that trajectory. Put it into a concrete, measurable format. If it is not written, it is not real.

II. Male Hierarchy and Accountability Integration

Men are made in conflict, tested by other men, and refined in a hierarchy. If you do not belong to a tribe of strong men who correct, challenge, and demand your best, you are already failing. Self-improvement in isolation is a delusion. No man rises without pressure.

You need brothers, mentors, uncles, tradesmen, or elders, men who will hold you accountable to your standards, correct your pride, and force you to grow. Whether in a martial arts gym, a church men’s group, a builder’s crew, or a military brotherhood, you must place yourself under male scrutiny. That is where respect is forged.

If you are alone, this is your mission: find a circle or build one. Without this, you will drift, decay, or submit to weaker men’s values.

I. PHYSICAL HEALTH AND APPEARANCE

Functional Purpose: Your body is your first signal, your first point of communication. It tells the world whether you are disciplined, dangerous, and reliable, or soft, passive, and avoidant. Strength, grooming, posture, and composure signal not vanity, but command. A man who cannot govern his flesh will not be trusted to govern anything else.

Operational Criteria:

• Body Composition: Visible musculature, BMI 18.5–24.9.

• Posture: Upright, shoulders back, slow and intentional gait.

• Grooming: Clean, orderly hair, skin, nails, facial hair.

• Eye Contact: Calm, unwavering, non-threatening.

Disqualifiers:

• Obesity, sloppiness, foul odor, nervous ticks, posture collapse, dressing like a child.

Remediation Steps:

• Lift weights 3–5x/week.

• Establish daily grooming habits.

• Practice mirror walk, facial relaxation, and neutral posture.

• Buy and wear tailored, timeless outfits like suits or smart-casual attire, chosen for the setting, with high-quality fabrics and subtle styles to convey confidence and earn respect.

Rationale:

Your physical presentation is your first form of leadership. It signals self-respect, readiness, and capacity to protect and provide. Women and other men alike assess you visually before you speak. Neglect in this area marks you as unserious. Strength invites trust.

II. PSYCHOLOGICAL AND EMOTIONAL STABILITY

Functional Purpose: Your mood must not lead you. True emotional maturity means your emotions do not control you, but it does not mean you are numb or unavailable. You must be able to feel deeply, express emotion appropriately, and demonstrate openness to connection. Emotional repression is not strength; it is often a sign of fear. Women bond with men who are strong and warm, who are not ruled by emotion, but are not strangers to it either. Emotional regulation, agency, and stoic self-control are prerequisites for the burden of leadership. Women and children depend on consistency. If you break under pressure, they suffer.

Operational Criteria:

• Plans and acts for the long-term.

• Resolves conflict with clarity.

• Absence of rage, sulking, or passive aggression.

• Maintains emotionally intimate, trusting relationships with at least one or more close friends or family members.

Disqualifiers:

• Addictions, trauma reenactment, erratic emotional swings (crashing out).

Remediation Steps:

• Daily journaling + therapy/coaching if unresolved wounds exist.

• Breathwork, cold exposure, hardship-seeking routines.

• Audit social circle for drama dependency.

• Identify self-sabotaging emotional patterns, e.g., withdrawing from intimacy, ending friendships that grow too close, or mistaking openness for weakness, and interrupt them with intentional response strategies.

Rationale:

A man who cannot regulate his emotions becomes a source of instability rather than leadership. Emotional maturity is not the absence of feeling, but the control of it. It makes you trustworthy in crisis, durable in conflict, and clear in vision.

III. ECONOMIC PRODUCTIVITY AND PROVISIONING CAPACITY

Functional Purpose: You are not entitled to love without means. Provisioning is a male responsibility. If you cannot provide, you are not a suitor, you are a dependent. This has always been the ancient challenge of young men, how to grow into a provider before they are chosen. At 18, most men will fail this test, not because they are doomed, but because they are just beginning. Your job is to mature into the man who passes it.

Operational Criteria:

• Income: 1.3x local median female income minimum.

• Budgeting: Monthly audit of all spending.

• Savings/Insurance: 6+ months living expenses.

Disqualifiers:

• Irregular employment, credit card debt, no savings plan.

Remediation Steps:

• Obtain or increase income-producing skills.

• Build an emergency fund over 90 days.

• Eliminate high-interest debt.

• Join or form a male career network or professional brotherhood where members support and promote one another’s advancement, most trades and professions have them, and they multiply your rate of progress.

Rationale: Provisioning is the single clearest historical threshold of male maturity. A man who cannot sustain a household cannot form one. Women are instinctively attuned to this. Stability signals trustworthiness. Without it, love decays under the weight of unmet needs.

IV. LEADERSHIP, DECISION-MAKING, AND MORAL AUTHORITY

Functional Purpose: You are not equal in responsibility, you are higher. This means you carry the weight of consequence. She must feel safer with you in charge. Your leadership must be principled, not domineering.

Operational Criteria:

• Makes and owns decisions in all aspects of life.

• Asserts and maintains healthy boundaries.

• Arbitrates disputes without escalation.

• Knows how to say "no" to others including women.

Disqualifiers:

• People pleasing under pressure, indecisiveness, abdication of duty.

Remediation Steps:

• Practice “decision drills” daily.

• Create weekly leadership practice (mentoring, facilitating).

• Study natural hierarchy and enforcement principles.

Rationale: Leadership is not a “style”, it is a skill set. A man who cannot make decisions cannot command trust. Marriage is a high-stakes enterprise, and indecision breeds confusion and conflict. Clarity is love and care. Direction is protection.

V. SOCIAL INTELLIGENCE AND COURTSHIP COMPETENCE

Functional Purpose: You must lead. In courtship, that means planning, initiating, and maintaining your frame. Women test men for stability, assertiveness, and charisma. If you fail to calibrate, you fail to court.

Operational Criteria:

• Initiates interactions and follows through.

• Demonstrates empathetic intuition by interpreting emotional tone and needs through observation, body language, tone, patterns, rather than repeatedly asking "are you okay?"; this shows leadership, sensitivity, and awareness without neediness.

• Leads with clarity about relationship direction; a woman should never have to ask where she stands or where the relationship is going, his intent should be visible in word and action.

• Calibrates tone, timing, and intent.

• Leads logistics without seeking approval.

Disqualifiers:

• Creeping, over-sharing, chasing, excessive self-disclosure.

Remediation Steps:

• Social reps 3x/week with feedback: initiate conversations with strangers or acquaintances in real-world settings to practice confident, calibrated interaction. Use feedback from trusted peers or self-review to refine tone, timing, and engagement style.

• Practice escalation and withdrawal cycles in a calibrated, non-manipulative way: offer warmth and connection, then step back slightly to test reciprocity—not to punish or confuse, but to observe sincerity and emotional maturity. This is about leadership, not control.

• Study polarity dynamics and frame control.

Rationale:

Social calibration is not optional. Women are constantly reading your tone, timing, and presence. If you cannot initiate, maintain, and lead relational dynamics with competence, you will lose respect and attraction, even if your other credentials are in place.

VI. RISK DISCIPLINE AND REPUTATION MANAGEMENT

Functional Purpose: Your record is your resume. Reputation is slow-built and quickly lost. No woman with future orientation will follow a man whose past screams instability.

Operational Criteria:

• Clean digital, legal, and financial history.

• No active liabilities: drugs, debts, demons, or interfering exes.

Disqualifiers:

• Public drama, digital recklessness, chaos in your orbit.

Remediation Steps:

• 90-day discipline detox (no substance, no vice).

• Drop unstable, low value people from your orbit. Block them out.

• Clean online presence: don’t delete your social media, just remove the parts you wouldn’t want your grandmother, your future wife, or your children to see.

• Seek testimony from high-integrity peers.

Rationale: Your reputation precedes you. Women will not tell you when they've disqualified you, they will simply disappear. A man who cannot manage his habits or his history is seen as unstable. Stability earns trust. Reputation is leverage. One of the best ways to earn such a reputation is to volunteer with a respected organization. That could be your church, a local charity, or a civic or political group. It gives you a structure where you’re immediately adding value, integrated into a hierarchy, and being seen over time, a strategic investment in your public character and future social capital.

VII. ATTITUDE, WORLDVIEW, AND LONG-TERM STRATEGY

Functional Purpose: A man’s compass must point beyond his own gratification. Your worldview must align with duty, honor, and legacy. Hedonism, blackpilled cynicism, and false egalitarianism destroy your mission.

Operational Criteria:

• Sees family as duty, as a sacred honor, and as legacy-building project for his future.

• Orients decisions to long-term outcomes.

• Lives by principle, not trend.

Disqualifiers:

• Victimhood, escapism, prideful detachment.

Remediation Steps:

• Write a 5-year legacy map.

• Study Natural Law, masculine ethics, family economics.

• Form alliances with principled men.

• Audit your social media presence: are your posts expressions of agency, ownership, and action, or are they dominated by complaints, victimhood, or bitterness? This includes your reaction to this document.

Rationale: A man’s worldview is his compass. Without purpose beyond pleasure, he is easily swayed, easily trapped, and easily forgotten. Women do not trust men who float. They trust men who build, and who stay building. Are you responding with responsibility and a will to grow, or with defensiveness, sarcasm, or resentment? Your instinctive reaction reveals which trajectory you're on: the heroic or the defeated.

VIII. Courtship Entry and Partner Evaluation Protocol

Functional Purpose: Courtship is not casual. It is pre-contractual. A man must approach it with the same precision, discipline, and foresight he would apply to any high-stakes investment. A woman is not an accessory, she is a multiplier or destroyer of your legacy. Therefore, a man must evaluate with clarity, not lust; with long-term reciprocity in mind, not momentary gratification. She will vet you, so you must vet her.

Operational Guidelines:

• Precondition: Do not enter courtship unless your provisioning, leadership, and vision are demonstrably in place.

• Intentional Initiation: State your interest clearly. Do not flirt without purpose.

• Staged Testing: Observe her behavior in different settings (stress, boredom, family, social).

• Track Record Review: Know her history, relationship, sexual, emotional, legal. People do not change patterns without great effort or external force.

• Frame Integrity: Maintain leadership, emotional control, and escalation pacing.

Disqualifiers in Women:

• History of promiscuity, masculine affect, open contempt for male authority, or unstable social bonds.

• Signs of status-seeking over loyalty.

• Defensiveness against vetting, resistance to transparency is a red flag.

Remediation Steps for Men:

• Create a written checklist of values, standards, and red flags.

• Practice controlled emotional investment: do not fall in love before facts.

• Involve elder men or mentors in evaluating serious candidates.

Rationale: Your family is your most important project. Do not let your hormones sabotage your legacy. The discipline you apply here will determine the quality of your life 10, 20, even 40 years from now. Vet her like your children depend on it, because they will.

Common Objections and Necessary Corrections

“Women should accept me as I am.” That is not how selection works. You are not a product of sentiment, you are a man under judgment. And you will be judged. If you won’t improve, you are asking a woman to accept less so you can offer less. That’s not love, it’s laziness.

“This is outdated or too harsh.” Reality is not dated. The consequences of fatherlessness, broken homes, and unled women are timeless. What’s harsh is a man failing his family because he thought modernity made him exempt from responsibility.

“I know men who got married without doing all this.” Yes. And many of them are divorced, disrespected, or miserable. The bar is low. You are here to rise above it. The goal is not to ‘get married’, it is to build a durable, high-trust household.

“Women today are the real problem.” That may be partly true. But you are the variable you control. Let weak men complain. Strong men adapt, improve, and filter. If you are not rising above the noise, you are being drowned by it.

“This feels autistic or robotic.” It’s supposed to be procedural. That’s what makes it reliable. Emotion has its place, in protection, in passion, in pride, but your vetting process must be strategic. That’s not autism, it’s wisdom.

“Good men don’t need to judge women like this.” Wrong. Good men judge quietly but thoroughly. They know that marrying wrong will cost them their peace, their children, their mission. Judgment is not cruelty, it’s care.

“I don’t want to put in this much work.” Then don’t. But understand, you have chosen disqualification. The work is the entry fee. Excellence is rare for a reason. You are either one of the few who rise or one of the many who wish.

“Women today just aren’t worth marrying.” Not the women you can currently attract. If you’re only meeting low-quality women, you’re probably at their level. If you want to meet better women, you must become a better man.

“As long as the marriage laws are the way they are, it’s not worth it.” Marriage laws only come into play if you fail and get divorced. This process exists to help you avoid divorce. Stay out of court by vetting properly and building wisely.

“Tell me exactly what men get out of marriage in 2025.” Peace. Legacy. Daily affection. Loyalty. Children. A fortified home. Someone to multiply your effort and love. It’s what strong men throughout history have always wanted, and built.

“There aren’t enough good women left.” There are nearly equal numbers of men and women who qualify. It only feels unbalanced when you're not in the right networks or vetting properly. The solution isn’t despair, it’s improvement.

“50% of men will never be attractive to women.” Only if they stay in the bottom 50%. Normally men cycle in and out of the bottom 50%. That has always been true. The solution isn’t resignation, it’s advancement. Do the work in this audit, and you’ll be in the top 25%. Men who say this as an excuse are signaling their own stagnation. Focus on becoming the best version of yourself, not complaining.

Final Word: You’ve Got Work to Do

If you’ve read this far, you’ve already demonstrated what most men won’t: attention, endurance, and a willingness to face the truth. That alone separates you from the crowd.

If this document exposed your failures, good. That means you’re not too far gone. That means you still have a shot. It means you can recognize where to improve.

You don’t get a wife. You earn the trust to lead one. You don’t deserve a good woman, you build the capacity to attract and retain one.

Read this again. Make a plan. Audit weekly. Ask older and more successful men for correction. Get uncomfortable and get to work.

The future doesn’t need more weak men. It needs you at your best, mature, restored, resolute, and ready.

You’re not just choosing a woman. You’re choosing to become the man who will lead a household.

Make yourself a man who cannot be overlooked.

Your future begins now.

@ b83a28b7:35919450

This article was originally part of the sermon of Plebchain Radio Episode 110 (May 2, 2025) that nostr:nprofile1qyxhwumn8ghj7mn0wvhxcmmvqyg8wumn8ghj7mn0wd68ytnvv9hxgqpqtvqc82mv8cezhax5r34n4muc2c4pgjz8kaye2smj032nngg52clq7fgefr and I did with nostr:nprofile1qythwumn8ghj7ct5d3shxtnwdaehgu3wd3skuep0qyt8wumn8ghj7ct4w35zumn0wd68yvfwvdhk6tcqyzx4h2fv3n9r6hrnjtcrjw43t0g0cmmrgvjmg525rc8hexkxc0kd2rhtk62 and nostr:nprofile1qyxhwumn8ghj7mn0wvhxcmmvqyg8wumn8ghj7mn0wd68ytnvv9hxgqpq4wxtsrj7g2jugh70pfkzjln43vgn4p7655pgky9j9w9d75u465pqahkzd0 of the nostr:nprofile1qythwumn8ghj7ct5d3shxtnwdaehgu3wd3skuep0qyt8wumn8ghj7etyv4hzumn0wd68ytnvv9hxgtcqyqwfvwrccp4j2xsuuvkwg0y6a20637t6f4cc5zzjkx030dkztt7t5hydajn

Listen to the full episode here:

<https://fountain.fm/episode/Ln9Ej0zCZ5dEwfo8w2Ho>

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Bitcoin has always been a narrative revolution disguised as code. White paper, cypherpunk lore, pizza‑day legends - every block is a paragraph in the world’s most relentless epic. But code alone rarely converts the skeptic; it’s the camp‑fire myth that slips past the prefrontal cortex and shakes hands with the limbic system. People don’t adopt protocols first - they fall in love with protagonists.

Early adopters heard the white‑paper hymn, but most folks need characters first: a pizza‑day dreamer; a mother in a small country, crushed by the cost of remittance; a Warsaw street vendor swapping złoty for sats. When their arcs land, the brain releases a neurochemical OP_RETURN which says, “I belong in this plot.” That’s the sly roundabout orange pill: conviction smuggled inside catharsis.

That’s why, from 22–25 May in Warsaw’s Kinoteka, the Bitcoin Film Fest is loading its reels with rebellion. Each documentary, drama, and animated rabbit‑hole is a stealth wallet, zipping conviction straight into the feels of anyone still clasped within the cold claw of fiat. You come for the plot, you leave checking block heights.

---

Here's the clip of the sermon from the episode:

nostr:nevent1qvzqqqqqqypzpwp69zm7fewjp0vkp306adnzt7249ytxhz7mq3w5yc629u6er9zsqqsy43fwz8es2wnn65rh0udc05tumdnx5xagvzd88ptncspmesdqhygcrvpf2

@ 21335073:a244b1ad

Someone asked for my thoughts, so I’ll share them thoughtfully. I’m not here to dictate how to promote Nostr—I’m still learning about it myself. While I’m not new to Nostr, freedom tech is a newer space for me. I’m skilled at advocating for topics I deeply understand, but freedom tech isn’t my expertise, so take my words with a grain of salt. Nothing I say is set in stone.

Those who need Nostr the most are the ones most vulnerable to censorship on other platforms right now. Reaching them requires real-time awareness of global issues and the dynamic relationships between governments and tech providers, which can shift suddenly. Effective Nostr promoters must grasp this and adapt quickly.

The best messengers are people from or closely tied to these at-risk regions—those who truly understand the local political and cultural dynamics. They can connect with those in need when tensions rise. Ideal promoters are rational, trustworthy, passionate about Nostr, but above all, dedicated to amplifying people’s voices when it matters most.

Forget influencers, corporate-backed figures, or traditional online PR—it comes off as inauthentic, corny, desperate and forced. Nostr’s promotion should be grassroots and organic, driven by a few passionate individuals who believe in Nostr and the communities they serve.

The idea that “people won’t join Nostr due to lack of reach” is nonsense. Everyone knows X’s “reach” is mostly with bots. If humans want real conversations, Nostr is the place. X is great for propaganda, but Nostr is for the authentic voices of the people.

Those spreading Nostr must be so passionate they’re willing to onboard others, which is time-consuming but rewarding for the right person. They’ll need to make Nostr and onboarding a core part of who they are. I see no issue with that level of dedication. I’ve been known to get that way myself at times. It’s fun for some folks.

With love, I suggest not adding Bitcoin promotion with Nostr outreach. Zaps already integrate that element naturally. (Still promote within the Bitcoin ecosystem, but this is about reaching vulnerable voices who needed Nostr yesterday.)

To promote Nostr, forget conventional strategies. “Influencers” aren’t the answer. “Influencers” are not the future. A trusted local community member has real influence—reach them. Connect with people seeking Nostr’s benefits but lacking the technical language to express it. This means some in the Nostr community might need to step outside of the Bitcoin bubble, which is uncomfortable but necessary. Thank you in advance to those who are willing to do that.

I don’t know who is paid to promote Nostr, if anyone. This piece isn’t shade. But it’s exhausting to see innocent voices globally silenced on corporate platforms like X while Nostr exists. Last night, I wondered: how many more voices must be censored before the Nostr community gets uncomfortable and thinks creatively to reach the vulnerable?

A warning: the global need for censorship-resistant social media is undeniable. If Nostr doesn’t make itself known, something else will fill that void. Let’s start this conversation.

@ 04c915da:3dfbecc9

Bitcoin has always been rooted in freedom and resistance to authority. I get that many of you are conflicted about the US Government stacking but by design we cannot stop anyone from using bitcoin. Many have asked me for my thoughts on the matter, so let’s rip it.

Concern

One of the most glaring issues with the strategic bitcoin reserve is its foundation, built on stolen bitcoin. For those of us who value private property this is an obvious betrayal of our core principles. Rather than proof of work, the bitcoin that seeds this reserve has been taken by force. The US Government should return the bitcoin stolen from Bitfinex and the Silk Road.

Using stolen bitcoin for the reserve creates a perverse incentive. If governments see bitcoin as a valuable asset, they will ramp up efforts to confiscate more bitcoin. The precedent is a major concern, and I stand strongly against it, but it should be also noted that governments were already seizing coin before the reserve so this is not really a change in policy.

Ideally all seized bitcoin should be burned, by law. This would align incentives properly and make it less likely for the government to actively increase coin seizures. Due to the truly scarce properties of bitcoin, all burned bitcoin helps existing holders through increased purchasing power regardless. This change would be unlikely but those of us in policy circles should push for it regardless. It would be best case scenario for American bitcoiners and would create a strong foundation for the next century of American leadership.

Optimism

The entire point of bitcoin is that we can spend or save it without permission. That said, it is a massive benefit to not have one of the strongest governments in human history actively trying to ruin our lives.

Since the beginning, bitcoiners have faced horrible regulatory trends. KYC, surveillance, and legal cases have made using bitcoin and building bitcoin businesses incredibly difficult. It is incredibly important to note that over the past year that trend has reversed for the first time in a decade. A strategic bitcoin reserve is a key driver of this shift. By holding bitcoin, the strongest government in the world has signaled that it is not just a fringe technology but rather truly valuable, legitimate, and worth stacking.

This alignment of incentives changes everything. The US Government stacking proves bitcoin’s worth. The resulting purchasing power appreciation helps all of us who are holding coin and as bitcoin succeeds our government receives direct benefit. A beautiful positive feedback loop.

Realism

We are trending in the right direction. A strategic bitcoin reserve is a sign that the state sees bitcoin as an asset worth embracing rather than destroying. That said, there is a lot of work left to be done. We cannot be lulled into complacency, the time to push forward is now, and we cannot take our foot off the gas. We have a seat at the table for the first time ever. Let's make it worth it.

We must protect the right to free usage of bitcoin and other digital technologies. Freedom in the digital age must be taken and defended, through both technical and political avenues. Multiple privacy focused developers are facing long jail sentences for building tools that protect our freedom. These cases are not just legal battles. They are attacks on the soul of bitcoin. We need to rally behind them, fight for their freedom, and ensure the ethos of bitcoin survives this new era of government interest. The strategic reserve is a step in the right direction, but it is up to us to hold the line and shape the future.

@ 3283ef81:0a531a33

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Integer vitae tempor justo, ac fermentum purus

@ 2b24a1fa:17750f64

Eine Stunde Klassik! Der Münchner Pianist und "Musikdurchdringer" Jürgen Plich stellt jeden Dienstag um 20 Uhr große klassische Musik vor. Er teilt seine Hör- und Spielerfahrung und seine persönliche Sicht auf die Meisterwerke. Er spielt selbst besondere, unbekannte Aufnahmen, erklärt, warum die Musik so und nicht anders klingt und hat eine Menge aus dem Leben der Komponisten zu erzählen.

https://soundcloud.com/radiomuenchen/eine-stunde-klassik-opus-eins?

Sonntags um 10 Uhr in der Wiederholung.

@ 3283ef81:0a531a33

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Curabitur vulputate velit elit, sit amet euismod nibh venenatis et

@ 86dfbe73:628cef55

Robustheit ist die Eigenschaft eines Systems, auch unter schwierigen Bedingungen funktionieren zu können: trotz Störungen und einer gewissen Verschlechterung seiner internen Prozesse. Das Leben als Ganzes ist robust. Dasselbe gilt für Ökosysteme: Sie können den Verlust einiger Arten überstehen und sich an veränderte Umweltbedingungen anpassen.

Der Hauptfeind der Robustheit ist das Streben nach Effizienz. Ein auf Effizienz optimiertes System hat keine Reserven mehr, sich an Störungen anzupassen. Es wird fragil. Wir optimieren die Gesellschaft und ihre Subsysteme (z. B. Institutionen) seit 5000 Jahren auf Wachstum, Effizienz und Produktivität. Und wir haben das Optimierungstempo mit den beiden Turbo-Boosts fossile Brennstoffe und Informationstechnologie beschleunigt. Deshalb ist alles um uns herum fragil geworden. Beispielsweise kann ein Virusausbruch in China sich zu einer Pandemie entwickeln, weil die Menschen weit und schnell reisen können und müssen.

Robustheit ist nicht absolut und dauerhaft. Ein System kann durch Störungen, die zu gravierend für es sind, fragil werden. Ehemals robuste Ökosysteme wie Regenwälder wurden durch menschliche Ausbeutung fragil. Deregulierung hat sowohl Regierungen als auch die Wirtschaft effizienter gemacht, allerdings zum Preis zunehmender Fragilität. Unternehmen sind mächtiger geworden als viele Staaten, was bedeutet, dass demokratisch gewählte Parlamente und Regierungen nicht mehr die Kontrolle haben. Heute kann eine einzelne Person demokratische Wahlen weltweit manipulieren, indem sie ein soziales Netzwerk kontrolliert. Das ist Fragilität pur.

Wir müssen als Gesellschaft die Effizienz in den Hintergrund rücken und uns mehr auf Robustheit konzentrieren.

@ a39d19ec:3d88f61e

Die Debatte um Migration, Grenzsicherung und Abschiebungen wird in Deutschland meist emotional geführt. Wer fordert, dass illegale Einwanderer abgeschoben werden, sieht sich nicht selten dem Vorwurf des Rassismus ausgesetzt. Doch dieser Vorwurf ist nicht nur sachlich unbegründet, sondern verkehrt die Realität ins Gegenteil: Tatsächlich sind es gerade diejenigen, die hinter jeder Forderung nach Rechtssicherheit eine rassistische Motivation vermuten, die selbst in erster Linie nach Hautfarbe, Herkunft oder Nationalität urteilen.

Das Recht steht über Emotionen

Deutschland ist ein Rechtsstaat. Das bedeutet, dass Regeln nicht nach Bauchgefühl oder politischer Stimmungslage ausgelegt werden können, sondern auf klaren gesetzlichen Grundlagen beruhen müssen. Einer dieser Grundsätze ist in Artikel 16a des Grundgesetzes verankert. Dort heißt es:

„Auf Absatz 1 [Asylrecht] kann sich nicht berufen, wer aus einem Mitgliedstaat der Europäischen Gemeinschaften oder aus einem anderen Drittstaat einreist, in dem die Anwendung des Abkommens über die Rechtsstellung der Flüchtlinge und der Europäischen Menschenrechtskonvention sichergestellt ist.“

Das bedeutet, dass jeder, der über sichere Drittstaaten nach Deutschland einreist, keinen Anspruch auf Asyl hat. Wer dennoch bleibt, hält sich illegal im Land auf und unterliegt den geltenden Regelungen zur Rückführung. Die Forderung nach Abschiebungen ist daher nichts anderes als die Forderung nach der Einhaltung von Recht und Gesetz.

Die Umkehrung des Rassismusbegriffs

Wer einerseits behauptet, dass das deutsche Asyl- und Aufenthaltsrecht strikt durchgesetzt werden soll, und andererseits nicht nach Herkunft oder Hautfarbe unterscheidet, handelt wertneutral. Diejenigen jedoch, die in einer solchen Forderung nach Rechtsstaatlichkeit einen rassistischen Unterton sehen, projizieren ihre eigenen Denkmuster auf andere: Sie unterstellen, dass die Debatte ausschließlich entlang ethnischer, rassistischer oder nationaler Kriterien geführt wird – und genau das ist eine rassistische Denkweise.

Jemand, der illegale Einwanderung kritisiert, tut dies nicht, weil ihn die Herkunft der Menschen interessiert, sondern weil er den Rechtsstaat respektiert. Hingegen erkennt jemand, der hinter dieser Kritik Rassismus wittert, offenbar in erster Linie die „Rasse“ oder Herkunft der betreffenden Personen und reduziert sie darauf.

Finanzielle Belastung statt ideologischer Debatte

Neben der rechtlichen gibt es auch eine ökonomische Komponente. Der deutsche Wohlfahrtsstaat basiert auf einem Solidarprinzip: Die Bürger zahlen in das System ein, um sich gegenseitig in schwierigen Zeiten zu unterstützen. Dieser Wohlstand wurde über Generationen hinweg von denjenigen erarbeitet, die hier seit langem leben. Die Priorität liegt daher darauf, die vorhandenen Mittel zuerst unter denjenigen zu verteilen, die durch Steuern, Sozialabgaben und Arbeit zum Erhalt dieses Systems beitragen – nicht unter denen, die sich durch illegale Einreise und fehlende wirtschaftliche Eigenleistung in das System begeben.

Das ist keine ideologische Frage, sondern eine rein wirtschaftliche Abwägung. Ein Sozialsystem kann nur dann nachhaltig funktionieren, wenn es nicht unbegrenzt belastet wird. Würde Deutschland keine klaren Regeln zur Einwanderung und Abschiebung haben, würde dies unweigerlich zur Überlastung des Sozialstaates führen – mit negativen Konsequenzen für alle.

Sozialpatriotismus

Ein weiterer wichtiger Aspekt ist der Schutz der Arbeitsleistung jener Generationen, die Deutschland nach dem Zweiten Weltkrieg mühsam wieder aufgebaut haben. Während oft betont wird, dass die Deutschen moralisch kein Erbe aus der Zeit vor 1945 beanspruchen dürfen – außer der Verantwortung für den Holocaust –, ist es umso bedeutsamer, das neue Erbe nach 1945 zu respektieren, das auf Fleiß, Disziplin und harter Arbeit beruht. Der Wiederaufbau war eine kollektive Leistung deutscher Menschen, deren Früchte nicht bedenkenlos verteilt werden dürfen, sondern vorrangig denjenigen zugutekommen sollten, die dieses Fundament mitgeschaffen oder es über Generationen mitgetragen haben.

Rechtstaatlichkeit ist nicht verhandelbar

Wer sich für eine konsequente Abschiebepraxis ausspricht, tut dies nicht aus rassistischen Motiven, sondern aus Respekt vor der Rechtsstaatlichkeit und den wirtschaftlichen Grundlagen des Landes. Der Vorwurf des Rassismus in diesem Kontext ist daher nicht nur falsch, sondern entlarvt eine selektive Wahrnehmung nach rassistischen Merkmalen bei denjenigen, die ihn erheben.

@ a39d19ec:3d88f61e

Nun da das deutsche Bundesregime den Ruin Deutschlands beschlossen hat, der sehr wahrscheinlich mit dem Werkzeug des Geld druckens "finanziert" wird, kamen mir so viele Gedanken zur Geldmengenausweitung, dass ich diese für einmal niedergeschrieben habe.

Die Ausweitung der Geldmenge führt aus klassischer wirtschaftlicher Sicht immer zu Preissteigerungen, weil mehr Geld im Umlauf auf eine begrenzte Menge an Gütern trifft. Dies lässt sich in mehreren Schritten analysieren:

1. Quantitätstheorie des Geldes

Die klassische Gleichung der Quantitätstheorie des Geldes lautet:

M • V = P • Y

wobei:
- M die Geldmenge ist,
- V die Umlaufgeschwindigkeit des Geldes,
- P das Preisniveau,
- Y die reale Wirtschaftsleistung (BIP).

Wenn M steigt und V sowie Y konstant bleiben, muss P steigen – also Inflation entstehen.

2. Gütermenge bleibt begrenzt

Die Menge an real produzierten Gütern und Dienstleistungen wächst meist nur langsam im Vergleich zur Ausweitung der Geldmenge. Wenn die Geldmenge schneller steigt als die Produktionsgütermenge, führt dies dazu, dass mehr Geld für die gleiche Menge an Waren zur Verfügung steht – die Preise steigen.

3. Erwartungseffekte und Spekulation

Wenn Unternehmen und Haushalte erwarten, dass mehr Geld im Umlauf ist, da eine zentrale Planung es so wollte, können sie steigende Preise antizipieren. Unternehmen erhöhen ihre Preise vorab, und Arbeitnehmer fordern höhere Löhne. Dies kann eine sich selbst verstärkende Spirale auslösen.

4. Internationale Perspektive

Eine erhöhte Geldmenge kann die Währung abwerten, wenn andere Länder ihre Geldpolitik stabil halten. Eine schwächere Währung macht Importe teurer, was wiederum Preissteigerungen antreibt.

5. Kritik an der reinen Geldmengen-Theorie

Der Vollständigkeit halber muss erwähnt werden, dass die meisten modernen Ökonomen im Staatsauftrag argumentieren, dass Inflation nicht nur von der Geldmenge abhängt, sondern auch von der Nachfrage nach Geld (z. B. in einer Wirtschaftskrise). Dennoch zeigt die historische Erfahrung, dass eine unkontrollierte Geldmengenausweitung langfristig immer zu Preissteigerungen führt, wie etwa in der Hyperinflation der Weimarer Republik oder in Simbabwe.

@ 0d97beae:c5274a14

This article hopes to complement the article by Lyn Alden on YouTube: https://www.youtube.com/watch?v=jk_HWmmwiAs

The reason why we have broken money

Before the invention of key technologies such as the printing press and electronic communications, even such as those as early as morse code transmitters, gold had won the competition for best medium of money around the world.

In fact, it was not just gold by itself that became money, rulers and world leaders developed coins in order to help the economy grow. Gold nuggets were not as easy to transact with as coins with specific imprints and denominated sizes.

However, these modern technologies created massive efficiencies that allowed us to communicate and perform services more efficiently and much faster, yet the medium of money could not benefit from these advancements. Gold was heavy, slow and expensive to move globally, even though requesting and performing services globally did not have this limitation anymore.

Banks took initiative and created derivatives of gold: paper and electronic money; these new currencies allowed the economy to continue to grow and evolve, but it was not without its dark side. Today, no currency is denominated in gold at all, money is backed by nothing and its inherent value, the paper it is printed on, is worthless too.

Banks and governments eventually transitioned from a money derivative to a system of debt that could be co-opted and controlled for political and personal reasons. Our money today is broken and is the cause of more expensive, poorer quality goods in the economy, a larger and ever growing wealth gap, and many of the follow-on problems that have come with it.

Bitcoin overcomes the "transfer of hard money" problem

Just like gold coins were created by man, Bitcoin too is a technology created by man. Bitcoin, however is a much more profound invention, possibly more of a discovery than an invention in fact. Bitcoin has proven to be unbreakable, incorruptible and has upheld its ability to keep its units scarce, inalienable and counterfeit proof through the nature of its own design.

Since Bitcoin is a digital technology, it can be transferred across international borders almost as quickly as information itself. It therefore severely reduces the need for a derivative to be used to represent money to facilitate digital trade. This means that as the currency we use today continues to fare poorly for many people, bitcoin will continue to stand out as hard money, that just so happens to work as well, functionally, along side it.

Bitcoin will also always be available to anyone who wishes to earn it directly; even China is unable to restrict its citizens from accessing it. The dollar has traditionally become the currency for people who discover that their local currency is unsustainable. Even when the dollar has become illegal to use, it is simply used privately and unofficially. However, because bitcoin does not require you to trade it at a bank in order to use it across borders and across the web, Bitcoin will continue to be a viable escape hatch until we one day hit some critical mass where the world has simply adopted Bitcoin globally and everyone else must adopt it to survive.

Bitcoin has not yet proven that it can support the world at scale. However it can only be tested through real adoption, and just as gold coins were developed to help gold scale, tools will be developed to help overcome problems as they arise; ideally without the need for another derivative, but if necessary, hopefully with one that is more neutral and less corruptible than the derivatives used to represent gold.

Bitcoin blurs the line between commodity and technology

Bitcoin is a technology, it is a tool that requires human involvement to function, however it surprisingly does not allow for any concentration of power. Anyone can help to facilitate Bitcoin's operations, but no one can take control of its behaviour, its reach, or its prioritisation, as it operates autonomously based on a pre-determined, neutral set of rules.

At the same time, its built-in incentive mechanism ensures that people do not have to operate bitcoin out of the good of their heart. Even though the system cannot be co-opted holistically, It will not stop operating while there are people motivated to trade their time and resources to keep it running and earn from others' transaction fees. Although it requires humans to operate it, it remains both neutral and sustainable.

Never before have we developed or discovered a technology that could not be co-opted and used by one person or faction against another. Due to this nature, Bitcoin's units are often described as a commodity; they cannot be usurped or virtually cloned, and they cannot be affected by political biases.

The dangers of derivatives

A derivative is something created, designed or developed to represent another thing in order to solve a particular complication or problem. For example, paper and electronic money was once a derivative of gold.

In the case of Bitcoin, if you cannot link your units of bitcoin to an "address" that you personally hold a cryptographically secure key to, then you very likely have a derivative of bitcoin, not bitcoin itself. If you buy bitcoin on an online exchange and do not withdraw the bitcoin to a wallet that you control, then you legally own an electronic derivative of bitcoin.

Bitcoin is a new technology. It will have a learning curve and it will take time for humanity to learn how to comprehend, authenticate and take control of bitcoin collectively. Having said that, many people all over the world are already using and relying on Bitcoin natively. For many, it will require for people to find the need or a desire for a neutral money like bitcoin, and to have been burned by derivatives of it, before they start to understand the difference between the two. Eventually, it will become an essential part of what we regard as common sense.

Learn for yourself

If you wish to learn more about how to handle bitcoin and avoid derivatives, you can start by searching online for tutorials about "Bitcoin self custody".

There are many options available, some more practical for you, and some more practical for others. Don't spend too much time trying to find the perfect solution; practice and learn. You may make mistakes along the way, so be careful not to experiment with large amounts of your bitcoin as you explore new ideas and technologies along the way. This is similar to learning anything, like riding a bicycle; you are sure to fall a few times, scuff the frame, so don't buy a high performance racing bike while you're still learning to balance.

@ 04c915da:3dfbecc9

Recently we have seen a wave of high profile X accounts hacked. These attacks have exposed the fragility of the status quo security model used by modern social media platforms like X. Many users have asked if nostr fixes this, so lets dive in. How do these types of attacks translate into the world of nostr apps? For clarity, I will use X’s security model as representative of most big tech social platforms and compare it to nostr.

The Status Quo

On X, you never have full control of your account. Ultimately to use it requires permission from the company. They can suspend your account or limit your distribution. Theoretically they can even post from your account at will. An X account is tied to an email and password. Users can also opt into two factor authentication, which adds an extra layer of protection, a login code generated by an app. In theory, this setup works well, but it places a heavy burden on users. You need to create a strong, unique password and safeguard it. You also need to ensure your email account and phone number remain secure, as attackers can exploit these to reset your credentials and take over your account. Even if you do everything responsibly, there is another weak link in X infrastructure itself. The platform’s infrastructure allows accounts to be reset through its backend. This could happen maliciously by an employee or through an external attacker who compromises X’s backend. When an account is compromised, the legitimate user often gets locked out, unable to post or regain control without contacting X’s support team. That process can be slow, frustrating, and sometimes fruitless if support denies the request or cannot verify your identity. Often times support will require users to provide identification info in order to regain access, which represents a privacy risk. The centralized nature of X means you are ultimately at the mercy of the company’s systems and staff.

Nostr Requires Responsibility

Nostr flips this model radically. Users do not need permission from a company to access their account, they can generate as many accounts as they want, and cannot be easily censored. The key tradeoff here is that users have to take complete responsibility for their security. Instead of relying on a username, password, and corporate servers, nostr uses a private key as the sole credential for your account. Users generate this key and it is their responsibility to keep it safe. As long as you have your key, you can post. If someone else gets it, they can post too. It is that simple. This design has strong implications. Unlike X, there is no backend reset option. If your key is compromised or lost, there is no customer support to call. In a compromise scenario, both you and the attacker can post from the account simultaneously. Neither can lock the other out, since nostr relays simply accept whatever is signed with a valid key.

The benefit? No reliance on proprietary corporate infrastructure.. The negative? Security rests entirely on how well you protect your key.

Future Nostr Security Improvements

For many users, nostr’s standard security model, storing a private key on a phone with an encrypted cloud backup, will likely be sufficient. It is simple and reasonably secure. That said, nostr’s strength lies in its flexibility as an open protocol. Users will be able to choose between a range of security models, balancing convenience and protection based on need.

One promising option is a web of trust model for key rotation. Imagine pre-selecting a group of trusted friends. If your account is compromised, these people could collectively sign an event announcing the compromise to the network and designate a new key as your legitimate one. Apps could handle this process seamlessly in the background, notifying followers of the switch without much user interaction. This could become a popular choice for average users, but it is not without tradeoffs. It requires trust in your chosen web of trust, which might not suit power users or large organizations. It also has the issue that some apps may not recognize the key rotation properly and followers might get confused about which account is “real.”

For those needing higher security, there is the option of multisig using FROST (Flexible Round-Optimized Schnorr Threshold). In this setup, multiple keys must sign off on every action, including posting and updating a profile. A hacker with just one key could not do anything. This is likely overkill for most users due to complexity and inconvenience, but it could be a game changer for large organizations, companies, and governments. Imagine the White House nostr account requiring signatures from multiple people before a post goes live, that would be much more secure than the status quo big tech model.

Another option are hardware signers, similar to bitcoin hardware wallets. Private keys are kept on secure, offline devices, separate from the internet connected phone or computer you use to broadcast events. This drastically reduces the risk of remote hacks, as private keys never touches the internet. It can be used in combination with multisig setups for extra protection. This setup is much less convenient and probably overkill for most but could be ideal for governments, companies, or other high profile accounts.

---

Nostr’s security model is not perfect but is robust and versatile. Ultimately users are in control and security is their responsibility. Apps will give users multiple options to choose from and users will choose what best fits their need.

@ 3c7dc2c5:805642a8

🧠Quote(s) of the week:

'The Cantillon Effect: When new money is printed, those closest to the source (banks, elites) benefit first, buying assets before prices rise. Others lose purchasing power as inflation hits later. If people find out how this works, they will riot.' -Bitcoin for Freedom

Just think about it. Your employer gives you a 5% raise. The Fed (central banks in general) prints 7% more dollars/euros/Fiat. You just got a 2% pay cut. This isn't a conspiracy theory. This is how fiat money steals from the working class every single day. This is why I support Bitcoin.

Anilsaidso: 'Saving in fiat currency is no longer an option. A 2% inflation rate means you lose 1/3 of your purchasing power over 20yrs. At 5% inflation, you lose 60%. And at 10% you've burnt 85%. Reduce your uncertainty. Save in Bitcoin.' https://i.ibb.co/N661BdVp/Gr-Rwdg-OXc-AAWPVE.jpg

🧡Bitcoin news🧡

“Education increases conviction.

Conviction increases allocation.

Allocation increases freedom.” —Gigi

https://i.ibb.co/Q3trHk8Y/Gr-Arv-Ioa-AAAF5b0.jpg

On the 12th of May:

➡️Google searches for "Digital Gold" are at all-time highs. Bitcoin Croesus: "This is the second wave of the Digital Revolution - the digitization of value to complement the Internet's digitization of information. It wasn't possible to own a slice of the Internet itself, but it is possible with Bitcoin, the internet of value." "...It feels like you're late to Bitcoin. But this is a bigger game playing out than most realize, and we are much earlier than casual observers know. If you're reading this, you're here on the frontier early. And you have a chance to stake a claim before 99% of the world shows up. This is a land grab. This is the digital gold rush. Make your descendants proud."

https://i.ibb.co/5XXbNQ8S/Gqw-X4-QRWs-AEd5-Uh-1.jpg

➡️ 'A new holding company ‘Nakamoto’ just raised $710 million to buy more Bitcoin and will merge with KindlyMD to establish a Bitcoin Treasury company. Saylor playbook!' - Bitcoin Archive

➡️American Bitcoin, backed by Donald Trump Jr. and Eric Trump, will go public via an all-stock merger with Gryphon Digital Mining. Post-merger, Trump affiliates and Hut 8 will retain 98% ownership. GRYP tripled to $2.19, Hut 8 jumped 11% to $15.45. The deal closes in Q3 2025.

➡️Phoenix Wallet: 'Phoenix 0.6.0 is out: offers can now have a custom description simple close (set an exact mutual close tx fee rate) native support for Linux arm64 This is the server version. Phoenix mobile release is around the corner. '

On the 13th of May:

➡️Corporate Bitcoin purchases have now outweighed the supply of new Bitcoin by 3.3x in 2025. https://i.ibb.co/fVdgQhyY/Gq1ck-XRXUAAsg-Ym.jpg

➡️ Publicly listed Next Technology disclosed buying 5,000 Bitcoin for $180m, now HODLs 5,833 $BTC worth +$600m.

➡️ After rejecting the Arizona Strategic Bitcoin Reserve Act, Governor Katie Hobbs vetoed Bill SB 1373, which proposed a digital asset reserve fund. "Current volatility in the cryptocurrency markets does not make a prudent fit for general fund dollars."

➡️Meanwhile in Paris, France the kidnapping of a woman with her 2-year-old child morning on the streets of Paris - the target is allegedly the daughter of a crypto CEO. 3 masked men tried forcing them into a fake delivery van, before being fought off by her partner and bystanders. One of whom grabbed a dropped gun and aimed it back.

➡️ 'Bitcoin illiquid supply hit a new all-time high of $1.4B Are you HODLing too, anon?' - Bitcoin News

➡️Why Coinbase entering the S&P 500 matters. Boomers will have Bitcoin / CrApTo exposure, whether they like it or not. Anyway, remember what happened in 2021. The COIN IPO, and they’re still trading about 35% below their IPO-day high. Oh and please read the 'Coinbase" hack below haha.

➡️ Nasdaq listed GD Culture Group to sell up to $300 million shares to buy Bitcoin.

➡️ A Bitcoin wallet untouched since April 2014 just moved 300 BTC worth $31M for the first time in 11 years. This is how you HODL.

➡️ Bitcoin's realized price is steadily increasing, mirroring behaviors seen in past bull markets, according to CryptoQuant.

➡️ Bitcoin whales and sharks (10-10K BTC) accumulated 83,105 BTC in the last 30 days, while small retail holders (<0.1 BTC) sold 387 BTC, according to Santiment.

Bitcoin Whales have been AGGRESSIVELY accumulating BTC recently! With at least 240,000+ Bitcoin transferred to wallets with at least 100 BTC. The largest market participants are trying to buy as much as possible, what do they think comes next...

➡️'The average cost of mining 1 BTC for miners is currently $36.8K. The spread between the current market price and the cost of one coin = 182%. This is essentially the average profitability. This corresponds to the beginning of the bull cycle in November 2022 and the peaks of this cycle >$100K. A price increase above this level will allow miners to fully recover after the last halving and reach excess profits comparable to the beginning of the bull rally in January 2023.' -Axel Adler Jr.

➡️ Remember last week's segment on Coinbase..."Coinbase just disclosed in their Q1 filing: that they have custody of 2.68 million Bitcoin. That’s over 13% of all Bitcoin in circulation, on one platform. Is this the greatest honeypot in financial history? Yes, it is...read next week's Weekly Bitcoin update."

Well, here you go.

Coinbase estimates $180-$400 million in losses, remediation costs, and reimbursement following today’s cyber attack. https://i.ibb.co/jkysLtZ1/Gq-C7zl-W4-AAJ0-N6.jpg

Coinbase didn't get hacked. Coinbase employees sold customer data on the black market. Coinbase failed to protect customer data. This is why KYC is useless. The criminals have our driver's license scans. They have AI tools that can generate fake images and videos. KYC puts our identities at risk, makes onboarding more difficult, and rewards criminals. To make it even worse. Coinbase knew about the hack as early as January but only disclosed it publicly after being added to the S&P 500.

I will say it one more time! Don't buy your Bitcoin on KYC exchanges. KYC means handing over your identity to be leaked, sold, or extorted.

It was 2 days ago, see the bit on the 13th of May, that we saw a violent attack in Paris. Minimize the data you share with centralized tools. Store as much as you can locally. Always ask yourself what data am I giving and to whom? Remove the need for trust.

And for the love of God, Allah, or whatever god you are praying to...

DON'T LEAVE YOUR COINS ON A FREAKING EXCHANGE!!!!

Clear!

➡️ Sam Callahan: Bitcoin CAGRs over rolling four-year holding periods since 2012:

10th percentile: 33%

25th percentile: 50% 40th percentile: 75%

Said differently, for 90% of the time, Bitcoin’s four-year CAGR was higher than 33%. For comparison, here are the single best four-year CAGRs over the same period for:

Gold: 17%

Silver: 20%

S&P 500: 24%

Apple: 52%

Two lessons here:

1.) Even when Bitcoin underperforms, it still outperforms.

2.) Bitcoin holding goals are best measured in halving cycles.'

https://i.ibb.co/9m6q2118/Gq1-Ie2-Ob-AAIJ8-Kf.jpg

➡️ Deutsche Bank Aktiengesellschaft has bought 96,870 Strategy₿ stocks for 30 Million dollars at an Average Price Of $310 Per Share In Q1 2025, Their Total Holdings Is 518,000 Shares Worth Over 214 Million Dollars.

➡️Senator Lummis urges the U.S. Treasury to eliminate taxes on unrealized gains for Bitcoin.

On the 14th of May:

➡️At $168,000, Bitcoin will surpass Microsoft, the world's largest company.

➡️Fidelity tells institutions to buy Bitcoin if they can’t match Bitcoin’s 65% return on capital.

➡️Michigan has adopted House Resolution 100, declaring May 13 2025 as "Digital Asset Awareness Day." The resolution encourages "activities and programs that foster a deeper understanding of digital assets and their impact on our society and economy."

➡️Publicly traded Vinanz raises funding to buy $2 million in #Bitcoin assets.

➡️Bitcoin News: "Investor Jim Chanos is shorting MicroStrategy while going long on Bitcoin, calling the stock overvalued relative to its BTC holdings. “We’re selling MicroStrategy and buying Bitcoin, basically buying something for $1 and selling it for $2.50," he told CNBC

On the 15th of May:

➡️The Abu Dhabi sovereign wealth fund disclosed owning $511 million in Bitcoin through BlackRock’s ETF.

➡️UK public company Coinsilium Group raises £1.25 million to adopt a Bitcoin treasury strategy.

➡️Chinese Textile company Addentax issues stock to buy 8,000 Bitcoin.

➡️14 US states have reported $632m in $MSTR exposure for Q1, in public retirement and treasury funds. A collective increase of $302m in one quarter. The average increase in holding size was 44%.

➡️Chinese public company DDC Enterprise to adopt a Bitcoin Reserve with 5,000 BTC.

On the 16th of May:

➡️Brazilian listed company Méliuz buys $28.4 million Bitcoin to become the nation's first Bitcoin Treasury Company. Shareholders voted to approve the strategy by an "overwhelming majority".

➡️13F Filings show Texas Retirement System owns MSTR. The day MSTR enters the S&P 500, every pension fund will follow.

➡️'Wealthy Investors Shift Up to 5% into Bitcoin as confidence in fiat falters. UBS, a Swiss banking giant says Bitcoin and digital assets are becoming key hedges against inflation and systemic risk, marking a dramatic shift in modern portfolio strategy.' -CarlBMenger

➡️River: "Above all, Bitcoin is money for the people." https://i.ibb.co/Jj8MVQwr/Gr-Ew-EPp-XAAA1-TVN.jpg

On the 17th of May:

➡️Illicit activity is now down to 0.14% of transaction volume across all crypto.

Context: World Bank, IMF suggests 1.5–4% of global GDP is laundered yearly through traditional banking Of that 0.14%:

63% of illicit trade was stablecoins.

13% was Bitcoin (declining each year)

Source: The 2025 Crypto Crime Report, Chainalysis 2025

Yet another confirmation that Bitcoin's use in facilitating illicit activities is a rounding error on a rounding error.

On the 18th of May:

➡️JPMorgan CEO Jamie Dimon said they will allow clients to buy Bitcoin. The repeal of SAB 121 is a bigger deal than most realize. “I will fire any employee buying or trading Bitcoin for being stupid” - Jamie Dimon (2017) https://i.ibb.co/b5tnkb15/Gr-Vxxc-OXk-AA7cyo.jpg

On the 19th of May.

➡️Bookmark the following stuff from Daniel Batten if you want to combat climate change (fanatics)...

'That Bitcoin mining is not only not harmful, but beneficial to the environment is now supported by:

7 independent reports

20 peer-reviewed papers

As a result * 90% of climate-focused magazines * 87.5% of media coverage on Bitcoin & the environment is now positive * source 7 independent reports https://x.com/DSBatten/status/1922666207754281449… * 20 peer-reviewed papers https://x.com/DSBatten/status/1923014527651615182… * 10 climate-focused magazines https://x.com/DSBatten/status/1919518338092323260… * 16 mainstream media articles https://x.com/DSBatten/status/1922628399551434755

➡️Saifedean Ammous: '5 years ago at the height of corona hysteria, everyone worried about their savings.

If you put $10,000 in "risk-free" long-term US government bonds, you'd have $6,000 today.

If you put the $10,000 in "risky speculative tulip" bitcoin, you'd have $106,000.

HFSP, bondcucks!'

I love how Saifedean always put it so eloquently. haha

➡️An Australian judge rules Bitcoin is “just another form of money.” This could make it exempt from capital gains tax. Potentially opening the door to millions in refunds across the country. - AFR

If upheld, the decision could trigger up to $1B in refunds and overturn the Australian Tax Office’s crypto tax approach.

➡️Publicly traded Vinanz buys 16.9 Bitcoin for $1.75 Million for their treasury.

➡️Bitcoin just recorded its highest weekly close ever, while the Global Economic Policy Uncertainty Index hit its highest level in history.

➡️4 in 5 Americans want the U.S. to convert part of its gold reserves to Bitcoin. - The Nakamoto Project

"or background, the survey question was: "Assuming the United States was thinking of converting some of their gold reserves into Bitcoin, what percentage would you advise they convert?" Respondents were provided a slider used to choose between 0% and 100%. Our survey consisted of a national sample of 3,345 respondents recruited in partnership with Qualtrics, a survey and data collection company"

Context: https://x.com/thetrocro/status/1924552097565180107 https://i.ibb.co/fGDw06MC/Gr-VYDIdb-AAI7-Kxd.jpg

➡️Michael Saylor's STRATEGY bought another $764.9m Bitcoin. They now HODL 576,230 Bitcoin, acquired for $40.18 billion at $69,726 per Bitcoin.

➡️The German Government sold 49,858 BTC for $2.89B, at an average price of $57,900. If they had held it, their BTC would now be worth $5.24B.

➡️A record 63% of all the Bitcoin that exist have not transacted or moved from their wallets this year. - Wicked

https://i.ibb.co/j9nvbvmP/Gq3-Z-x6-Xw-AAv-Bhg.jpg

💸Traditional Finance / Macro:

On the 12th of May:

👉🏽The S&P 500 has closed more than 20% above its April low, technically beginning a new bull market. We are now up +1,000 points in one month.

On the 13th of May:

👉🏽 Nvidia announces a partnership with Humain to build "AI factories of the future" in Saudi Arabia. Just one hour ago, Saudi Arabia signed an economic agreement with President Trump to invest $600 billion in the US.

🏦Banks:

👉🏽 No news

🌎Macro/Geopolitics:

On the 12th of May:

👉🏽Huge pressure is on the European Union to reach a trade deal. Equities and commodities bounce hard on news of China-US trade deal. "We have reached an agreement on a 90-day pause and substantially moved down the tariff levels — both sides, on the reciprocal tariffs, will move their tariffs down 115%." - Treasury Secretary Scott Bessent

Dollar and Yuan strong bounce. Gold corrects.

👉🏽After reaching a high of 71% this year, recession odds are now back down to 40%. The odds of the US entering a recession in 2025 fall to a new low of 40% following the US-China trade deal announcement.

👉🏽'Truly incredible:

1. Trump raises tariffs: Yields rise because inflation is back
2. Trump cuts tariffs: Yields rise because growth is back
3. Trump does nothing: Yields rise because the Fed won't cut rates Today, the bond market becomes Trump and Bessent's top priority.' - TKL

President Trump’s biggest problem persists even as trade deals are announced. Tariffs have been paused for 90 days, the US-China trade deal has been announced, and inflation data is down. Yet, the 10Y yield is nearing 4.50% again. Trump needs lower rates, but rates won’t fall.

👉🏽Last week a lot of talk on Japan’s Debt Death Spiral: Japan’s 40-year yield is detonating and the myth of consequence-free debt just died with it. One of the best explanations, you can read here:

👉🏽Michael A. Arouet: 'Eye-opening chart. Can a country with a services-based economy remain a superpower? Building back US manufacturing base makes a lot of strategic and geopolitical sense.' https://i.ibb.co/Q3zJY9Fc/Gqxc6-Pt-WQAI73c.jpg

On the 13th of May:

👉🏽There is a possibility of a “big, beautiful” economic rebalancing, Treasury Secretary Scott Bessent says at an investment forum in Saudi Arabia. The “dream scenario” would be if China and the US can work together on rebalancing, he adds

Luke Gromen: It does roll off the tongue a whole lot nicer than "We want to significantly devalue USD v. CNY, via a gold reference point."

Ergo: The price of gold specifically would rise in USD much more than it would in CNY, while prices for other goods and services would not, or would do so to a lesser degree.

👉🏽 Dutch inflation rises to 4.1 percent in April | CBS – final figure. Unchanged compared to the estimate.

👉🏽Philipp Heimberger: This interesting new paper argues that cuts to taxes on top incomes disproportionately benefit the financial sector. The finance industry gains more from top-income tax cuts than other industries. "Cuts in top income tax rates increase the (relative) size of the financial sector"

Source

Kinda obvious, innit?

👉🏽US CPI data released. Overall good results and cooler than expected month-over-month and year-over-year (outside of yearly core). U.S. inflation is down to 2.3%, lower than expected.

On the 14th of May:

👉🏽'The US government cannot afford a recession: In previous economic cycles, the US budget deficit widened by ~4% of GDP on average during recessions. This would imply a ~$1.3 trillion deterioration of US government finances if a recession hits in 2025. That said, if the US enters a recession, long-term interest rates will likely go down.

A 2-percentage-point decrease in interest rates would save ~$568 billion in annual interest payments. However, this means government finances would worsen by more than DOUBLE the amount saved in interest due to a recession. An economic downturn would be incredibly costly for the US government.' -TKL

On the 15th of May:

👉🏽'In the Eurozone and the UK, households hold more than 30% of their financial assets in fiat currencies and bank deposits. This means that they (unknowingly?) allow inflation to destroy their purchasing power. The risks of inflation eating up your wealth increase in a debt-driven economic system characterized by fiscal dominance, where interest rates are structurally low and inflation levels and risks are high. There is so much forced and often failed regulation to increase financial literacy, but this part is never explained. Why is that, you think?' - Jeroen Blokland https://i.ibb.co/zWRpNqhz/Gq-jn-Bn-X0-AAmplm.png

On the 16th of May:

👉🏽'For the first time in a year, Japan's economy shrank by -0.7% in Q1 2025. This is more than double the decline expected by economists. Furthermore, this data does NOT include the reciprocal tariffs imposed on April 2nd. Japan's economy is heading for a recession.' -TKL

👉🏽'246 US large companies have gone bankrupt year-to-date, the most in 15 years. This is up from 206 recorded last year and more than DOUBLE during the same period in 2022. In April alone, the US saw 59 bankruptcy filings as tariffs ramped up. So far this year, the industrials sector has seen 41 bankruptcies, followed by 31 in consumer discretionary, and 17 in healthcare. According to S&P Global, consumer discretionary companies have been hit the hardest due to market volatility, tariffs, and inflation uncertainty. We expect a surge in bankruptcies in 2025.' -TKL

👉🏽'Moody's just downgraded the United States' credit rating for the FIRST time in history. The reason: An unsustainable path for US federal debt and its resulting interest burden. Moody's notes that the US debt-to-GDP ratio is on track to hit 134% by 2035. Federal interest payments are set to equal ~30% of revenue by 2035, up from ~18% in 2024 and ~9% in 2021. Furthermore, deficit spending is now at World War 2 levels as a percentage of GDP. The US debt crisis is our biggest issue with the least attention.' - TKL

Still, this is a nothing burger. In August 2023, when Fitch downgraded the US to AA+, and S&P (2011) the US became a split-rated AA+ country. This downgrade had almost no effect on the bond market. The last of the rating agencies, Moodys, pushed the US down to AA+ today. So technically it didn’t even change the US’s overall credit rating because it was already split-rated AA+, now it’s unanimous AA+.

Ergo: Nothing changed. America now shares a credit rating with Austria and Finland. Hard assets don’t lie. Watch Gold and Bitcoin.

https://i.ibb.co/Q7DcWY2P/Gr-K66i-EXIAAKh-MR.jpg

RAY DALIO: Credit Agencies are UNDERSTATING sovereign credit risks because "they don't include the greater risk that the countries in debt will print money to pay their debts" with devalued currency.

👉🏽US consumer credit card serious delinquencies are rising at a CRISIS pace: The share of US credit card debt that is past due at least 90 days hit 12.3% in Q1 2025, the highest in 14 YEARS. The percentage has risen even faster than during the Great Financial Crisis.' - Global Markets Investor

https://i.ibb.co/nNH9CxVK/Gr-E838o-XYAIk-Fyn.png

On the 18th of May:

👉🏽Michael A. Arouet: 'Look at ten bottom of this list. Milei has not only proven that real free market reforms work, but he has also proven that they work fast. It’s bigger than Argentina now, no wonder that the left legacy media doesn’t like him so much.' https://i.ibb.co/MDnBCDSY/Gr-Npu-KKWMAAf-Pc.jpg

On the 19th of May: 👉🏽Japan's 40-year bond yield just hit its highest level in over 20 years. Japan’s Prime Minister Ishiba has called the situation “worse than Greece.” All as Japan’s GDP is contracting again. You and your mother should be scared out of your fucking minds. https://i.ibb.co/rGZ9cMtv/GTXx-S7-Cb-MAAOu-Vt.png

👉🏽 TKL: 'Investors are piling into gold funds like never before: Gold funds have posted a record $85 BILLION in net inflows year-to-date. This is more than DOUBLE the full-year record seen in 2020. At this pace, net inflows will surpass $180 billion by the end of 2025. Gold is now the best-performing major asset class, up 22% year-to-date. Since the low in October 2022, gold prices have gained 97%. Gold is the global hedge against uncertainty.'

🎁If you have made it this far, I would like to give you a little gift, well, in this case, two gifts:

What Bitcoin Did - IS THE FED LOSING CONTROL? With Matthew Mezinskis

'Matthew Mezinskis is a macroeconomic researcher, host of the Crypto Voices podcast, and creator of Porkopolis Economics. In this episode, we discuss fractional reserve banking, why it's controversial among Bitcoiners, the historical precedent for banking practices, and whether fractional reserve banking inherently poses systemic risks. We also get into the dangers and instabilities introduced by central banking, why Bitcoin uniquely offers a pathway to financial sovereignty, the plumbing of the global financial system, breaking down money supply metrics, foreign holdings of US treasuries, and how all these elements indicate growing instability in the dollar system.'

https://youtu.be/j-XPVOl9zGc

Credit: I have used multiple sources!

My savings account: Bitcoin The tool I recommend for setting up a Bitcoin savings plan: PocketBitcoin especially suited for beginners or people who want to invest in Bitcoin with an automated investment plan once a week or monthly.

Use the code SE3997

Get your Bitcoin out of exchanges. Save them on a hardware wallet, run your own node...be your own bank. Not your keys, not your coins. It's that simple. ⠀ ⠀

⠀⠀ ⠀ ⠀⠀⠀

Do you think this post is helpful to you?

If so, please share it and support my work with a zap.

▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃

⭐ Many thanks⭐

Felipe - Bitcoin Friday!

▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃

@ 04c915da:3dfbecc9

In much of the world, it is incredibly difficult to access U.S. dollars. Local currencies are often poorly managed and riddled with corruption. Billions of people demand a more reliable alternative. While the dollar has its own issues of corruption and mismanagement, it is widely regarded as superior to the fiat currencies it competes with globally. As a result, Tether has found massive success providing low cost, low friction access to dollars. Tether claims 400 million total users, is on track to add 200 million more this year, processes 8.1 million transactions daily, and facilitates $29 billion in daily transfers. Furthermore, their estimates suggest nearly 40% of users rely on it as a savings tool rather than just a transactional currency.

Tether’s rise has made the company a financial juggernaut. Last year alone, Tether raked in over $13 billion in profit, with a lean team of less than 100 employees. Their business model is elegantly simple: hold U.S. Treasuries and collect the interest. With over $113 billion in Treasuries, Tether has turned a straightforward concept into a profit machine.

Tether’s success has resulted in many competitors eager to claim a piece of the pie. This has triggered a massive venture capital grift cycle in USD tokens, with countless projects vying to dethrone Tether. Due to Tether’s entrenched network effect, these challengers face an uphill battle with little realistic chance of success. Most educated participants in the space likely recognize this reality but seem content to perpetuate the grift, hoping to cash out by dumping their equity positions on unsuspecting buyers before they realize the reality of the situation.

Historically, Tether’s greatest vulnerability has been U.S. government intervention. For over a decade, the company operated offshore with few allies in the U.S. establishment, making it a major target for regulatory action. That dynamic has shifted recently and Tether has seized the opportunity. By actively courting U.S. government support, Tether has fortified their position. This strategic move will likely cement their status as the dominant USD token for years to come.

While undeniably a great tool for the millions of users that rely on it, Tether is not without flaws. As a centralized, trusted third party, it holds the power to freeze or seize funds at its discretion. Corporate mismanagement or deliberate malpractice could also lead to massive losses at scale. In their goal of mitigating regulatory risk, Tether has deepened ties with law enforcement, mirroring some of the concerns of potential central bank digital currencies. In practice, Tether operates as a corporate CBDC alternative, collaborating with authorities to surveil and seize funds. The company proudly touts partnerships with leading surveillance firms and its own data reveals cooperation in over 1,000 law enforcement cases, with more than $2.5 billion in funds frozen.

---

The global demand for Tether is undeniable and the company’s profitability reflects its unrivaled success. Tether is owned and operated by bitcoiners and will likely continue to push forward strategic goals that help the movement as a whole. Recent efforts to mitigate the threat of U.S. government enforcement will likely solidify their network effect and stifle meaningful adoption of rival USD tokens or CBDCs. Yet, for all their achievements, Tether is simply a worse form of money than bitcoin. Tether requires trust in a centralized entity, while bitcoin can be saved or spent without permission. Furthermore, Tether is tied to the value of the US Dollar which is designed to lose purchasing power over time, while bitcoin, as a truly scarce asset, is designed to increase in purchasing power with adoption. As people awaken to the risks of Tether’s control, and the benefits bitcoin provides, bitcoin adoption will likely surpass it.

@ 37fe9853:bcd1b039

yoyoaa

@ 04c915da:3dfbecc9

One of the most common criticisms leveled against nostr is the perceived lack of assurance when it comes to data storage. Critics argue that without a centralized authority guaranteeing that all data is preserved, important information will be lost. They also claim that running a relay will become prohibitively expensive. While there is truth to these concerns, they miss the mark. The genius of nostr lies in its flexibility, resilience, and the way it harnesses human incentives to ensure data availability in practice.

A nostr relay is simply a server that holds cryptographically verifiable signed data and makes it available to others. Relays are simple, flexible, open, and require no permission to run. Critics are right that operating a relay attempting to store all nostr data will be costly. What they miss is that most will not run all encompassing archive relays. Nostr does not rely on massive archive relays. Instead, anyone can run a relay and choose to store whatever subset of data they want. This keeps costs low and operations flexible, making relay operation accessible to all sorts of individuals and entities with varying use cases.

Critics are correct that there is no ironclad guarantee that every piece of data will always be available. Unlike bitcoin where data permanence is baked into the system at a steep cost, nostr does not promise that every random note or meme will be preserved forever. That said, in practice, any data perceived as valuable by someone will likely be stored and distributed by multiple entities. If something matters to someone, they will keep a signed copy.

Nostr is the Streisand Effect in protocol form. The Streisand effect is when an attempt to suppress information backfires, causing it to spread even further. With nostr, anyone can broadcast signed data, anyone can store it, and anyone can distribute it. Try to censor something important? Good luck. The moment it catches attention, it will be stored on relays across the globe, copied, and shared by those who find it worth keeping. Data deemed important will be replicated across servers by individuals acting in their own interest.

Nostr’s distributed nature ensures that the system does not rely on a single point of failure or a corporate overlord. Instead, it leans on the collective will of its users. The result is a network where costs stay manageable, participation is open to all, and valuable verifiable data is stored and distributed forever.

@ 2b998b04:86727e47

Turning 60

Ten years ago, I turned 50 with a vague sense that something was off.

I was building things, but they didn’t feel grounded.\ I was "in tech," but tech felt like a treadmill—just faster, sleeker tools chasing the same hollow outcomes.\ I knew about Bitcoin, but I dismissed it. I thought it was just “tech for tech’s sake.”

Less than a year later, I fell down the rabbit hole.

It didn’t happen all at once. At first it was curiosity. Then dissonance. Then conviction.

Somewhere in that process, I realized Bitcoin wasn’t just financial—it was philosophical. It was moral. It was real. And it held up a mirror to a life I had built on momentum more than mission.

So I started pruning.

I left Web3.\ I pulled back from projects that ran on hype instead of honesty.\ I repented—for chasing relevance instead of righteousness.\ And I began stacking—not just sats, but new habits. New thinking. New rhythms of faith, work, and rest.

Now at 60, I’m not where I thought I’d be.

But I’m more myself than I’ve ever been.\ More convicted.\ More rooted.\ More ready.

Not to start over—but to build again, from the foundation up.

---

If you're in that middle place—between chapters, between convictions, between certainty and surrender—you're not alone.

🟠 I’m still here. Still building. Still listening.

Zap if this resonates, or send your story. I’d love to hear it.

[*Zap *](https://tinyurl.com/yuyu2b9t)

---

@ 2b998b04:86727e47

n an inflationary system, the goal is often just to keep up.

With prices always rising, most of us are stuck in a race:\ Earn more to afford more.\ Spend before your money loses value.\ Monetize everything just to stay ahead of the curve.

Work becomes reactive.\ You hustle to outrun rising costs.\ You take on projects you don’t believe in just to make next month’s bills.\ Money decays. So you move faster, invest riskier, and burn out quicker.

But what happens when the curve flips?

A deflationary economy—like the one Bitcoin makes possible—rewards stillness, reflection, and intentionality.

Time favors the saver, not the spender.\ Money gains purchasing power.\ You’re no longer punished for patience.

You don’t have to convert your energy into cash before it loses value.\ You don’t have to be always on.\ You can actually afford to wait for the right work.

And when you do work—it means more.

💡 The “bullshit jobs” David Graeber wrote about start to disappear.\ There’s no need to look busy just to justify your existence.\ There’s no reward for parasitic middle layers.\ Instead, value flows to real craft, real care, and real proof of work—philosophically and literally.

So what does a job look like in that world?

— A farmer building soil instead of chasing subsidies.\ — An engineer optimizing for simplicity instead of speed.\ — A craftsman making one perfect table instead of ten cheap ones.\ — A writer telling the truth without clickbait.\ — A builder who says no more than they say yes.

You choose work that endures—not because it pays instantly, but because it’s worth doing.

The deflationary future isn’t a fantasy.\ It’s a recalibration.

It’s not about working less.\ It’s about working better.

That’s what Bitcoin taught me.\ That’s what I’m trying to live now.

---

🟠 If you’re trying to align your work with these values, I’d love to connect.\ Zap this post, reply with your story, or follow along as I build—without permission, but with conviction.\ [https://tinyurl.com/yuyu2b9t](https://tinyurl.com/yuyu2b9t)

@ 62033ff8:e4471203

收录的内容中 kind=1的部分，实话说 质量不高。 所以我增加了kind=30023 长文的article，但是更新的太少，多个relays 的服务器也没有多少长文。

所有搜索nostr如果需要产生价值，需要有高质量的文章和新闻。 而且现在有很多机器人的文章充满着浪费空间的作用，其他作用都用不上。

https://www.duozhutuan.com 目前放的是给搜索引擎提供搜索的原材料。没有做UI给人类浏览。所以看上去是粗糙的。 我并没有打算去做一个发microblog的 web客户端，那类的客户端太多了。

我觉得nostr社区需要解决的还是应用。如果仅仅是microblog 感觉有点够呛

幸运的是npub.pro 建站这样的，我觉得有点意思。

yakihonne 智能widget 也有意思

我做的TaskQ5 我自己在用了。分布式的任务系统，也挺好的。

@ 04c915da:3dfbecc9

Capitalism is the most effective system for scaling innovation. The pursuit of profit is an incredibly powerful human incentive. Most major improvements to human society and quality of life have resulted from this base incentive. Market competition often results in the best outcomes for all.

That said, some projects can never be monetized. They are open in nature and a business model would centralize control. Open protocols like bitcoin and nostr are not owned by anyone and if they were it would destroy the key value propositions they provide. No single entity can or should control their use. Anyone can build on them without permission.

As a result, open protocols must depend on donation based grant funding from the people and organizations that rely on them. This model works but it is slow and uncertain, a grind where sustainability is never fully reached but rather constantly sought. As someone who has been incredibly active in the open source grant funding space, I do not think people truly appreciate how difficult it is to raise charitable money and deploy it efficiently.

Projects that can be monetized should be. Profitability is a super power. When a business can generate revenue, it taps into a self sustaining cycle. Profit fuels growth and development while providing projects independence and agency. This flywheel effect is why companies like Google, Amazon, and Apple have scaled to global dominance. The profit incentive aligns human effort with efficiency. Businesses must innovate, cut waste, and deliver value to survive.

Contrast this with non monetized projects. Without profit, they lean on external support, which can dry up or shift with donor priorities. A profit driven model, on the other hand, is inherently leaner and more adaptable. It is not charity but survival. When survival is tied to delivering what people want, scale follows naturally.

The real magic happens when profitable, sustainable businesses are built on top of open protocols and software. Consider the many startups building on open source software stacks, such as Start9, Mempool, and Primal, offering premium services on top of the open source software they build out and maintain. Think of companies like Block or Strike, which leverage bitcoin’s open protocol to offer their services on top. These businesses amplify the open software and protocols they build on, driving adoption and improvement at a pace donations alone could never match.

When you combine open software and protocols with profit driven business the result are lean, sustainable companies that grow faster and serve more people than either could alone. Bitcoin’s network, for instance, benefits from businesses that profit off its existence, while nostr will expand as developers monetize apps built on the protocol.

Capitalism scales best because competition results in efficiency. Donation funded protocols and software lay the groundwork, while market driven businesses build on top. The profit incentive acts as a filter, ensuring resources flow to what works, while open systems keep the playing field accessible, empowering users and builders. Together, they create a flywheel of innovation, growth, and global benefit.

@ 23b0e2f8:d8af76fc

Necessário

• Um Android que você não use mais (a câmera deve estar funcionando).
• Um cartão microSD (opcional, usado apenas uma vez).
• Um dispositivo para acompanhar seus fundos (provavelmente você já tem um).

Algumas coisas que você precisa saber

• O dispositivo servirá como um assinador. Qualquer movimentação só será efetuada após ser assinada por ele.
• O cartão microSD será usado para transferir o APK do Electrum e garantir que o aparelho não terá contato com outras fontes de dados externas após sua formatação. Contudo, é possível usar um cabo USB para o mesmo propósito.
• A ideia é deixar sua chave privada em um dispositivo offline, que ficará desligado em 99% do tempo. Você poderá acompanhar seus fundos em outro dispositivo conectado à internet, como seu celular ou computador pessoal.

---

O tutorial será dividido em dois módulos:

• Módulo 1 - Criando uma carteira fria/assinador.
• Módulo 2 - Configurando um dispositivo para visualizar seus fundos e assinando transações com o assinador.

---

No final, teremos:

• Uma carteira fria que também servirá como assinador.
• Um dispositivo para acompanhar os fundos da carteira.

---

Módulo 1 - Criando uma carteira fria/assinador

1. Baixe o APK do Electrum na aba de downloads em https://electrum.org/. Fique à vontade para verificar as assinaturas do software, garantindo sua autenticidade.

2. Formate o cartão microSD e coloque o APK do Electrum nele. Caso não tenha um cartão microSD, pule este passo.

1. Retire os chips e acessórios do aparelho que será usado como assinador, formate-o e aguarde a inicialização.

1. Durante a inicialização, pule a etapa de conexão ao Wi-Fi e rejeite todas as solicitações de conexão. Após isso, você pode desinstalar aplicativos desnecessários, pois precisará apenas do Electrum. Certifique-se de que Wi-Fi, Bluetooth e dados móveis estejam desligados. Você também pode ativar o modo avião.\ (Curiosidade: algumas pessoas optam por abrir o aparelho e danificar a antena do Wi-Fi/Bluetooth, impossibilitando essas funcionalidades.)

1. Insira o cartão microSD com o APK do Electrum no dispositivo e instale-o. Será necessário permitir instalações de fontes não oficiais.

1. No Electrum, crie uma carteira padrão e gere suas palavras-chave (seed). Anote-as em um local seguro. Caso algo aconteça com seu assinador, essas palavras permitirão o acesso aos seus fundos novamente. (Aqui entra seu método pessoal de backup.)

---

Módulo 2 - Configurando um dispositivo para visualizar seus fundos e assinando transações com o assinador.

1. Criar uma carteira somente leitura em outro dispositivo, como seu celular ou computador pessoal, é uma etapa bastante simples. Para este tutorial, usaremos outro smartphone Android com Electrum. Instale o Electrum a partir da aba de downloads em https://electrum.org/ ou da própria Play Store. (ATENÇÃO: O Electrum não existe oficialmente para iPhone. Desconfie se encontrar algum.)

2. Após instalar o Electrum, crie uma carteira padrão, mas desta vez escolha a opção Usar uma chave mestra.

1. Agora, no assinador que criamos no primeiro módulo, exporte sua chave pública: vá em Carteira > Detalhes da carteira > Compartilhar chave mestra pública.

1. Escaneie o QR gerado da chave pública com o dispositivo de consulta. Assim, ele poderá acompanhar seus fundos, mas sem permissão para movimentá-los.

2. Para receber fundos, envie Bitcoin para um dos endereços gerados pela sua carteira: Carteira > Addresses/Coins.

3. Para movimentar fundos, crie uma transação no dispositivo de consulta. Como ele não possui a chave privada, será necessário assiná-la com o dispositivo assinador.

1. No assinador, escaneie a transação não assinada, confirme os detalhes, assine e compartilhe. Será gerado outro QR, desta vez com a transação já assinada.

1. No dispositivo de consulta, escaneie o QR da transação assinada e transmita-a para a rede.

---

Conclusão

Pontos positivos do setup:

• Simplicidade: Basta um dispositivo Android antigo.
• Flexibilidade: Funciona como uma ótima carteira fria, ideal para holders.

Pontos negativos do setup:

• Padronização: Não utiliza seeds no padrão BIP-39, você sempre precisará usar o electrum.
• Interface: A aparência do Electrum pode parecer antiquada para alguns usuários.

Nesse ponto, temos uma carteira fria que também serve para assinar transações. O fluxo de assinar uma transação se torna: Gerar uma transação não assinada > Escanear o QR da transação não assinada > Conferir e assinar essa transação com o assinador > Gerar QR da transação assinada > Escanear a transação assinada com qualquer outro dispositivo que possa transmiti-la para a rede.

Como alguns devem saber, uma transação assinada de Bitcoin é praticamente impossível de ser fraudada. Em um cenário catastrófico, você pode mesmo que sem internet, repassar essa transação assinada para alguém que tenha acesso à rede por qualquer meio de comunicação. Mesmo que não queiramos que isso aconteça um dia, esse setup acaba por tornar essa prática possível.

---

@ d360efec:14907b5f

🚀📉 #BTC วิเคราะห์ H2! พุ่งชน 105K แล้วเจอแรงขาย... จับตา FVG 100.5K เป็นจุดวัดใจ! 👀📊

จากากรวิเคราะห์ทางเทคนิคสำหรับ #Bitcoin ในกรอบเวลา H2:

สัปดาห์ที่แล้ว #BTC ได้เบรคและพุ่งขึ้นอย่างแข็งแกร่งค่ะ 📈⚡ แต่เมื่อวันจันทร์ที่ผ่านมา ราคาได้ขึ้นไปชนแนวต้านบริเวณ 105,000 ดอลลาร์ แล้วเจอแรงขายย่อตัวลงมาตลอดทั้งวันค่ะ 🧱📉

ตอนนี้ ระดับที่น่าจับตาอย่างยิ่งคือโซน H4 FVG (Fair Value Gap ในกราฟ 4 ชั่วโมง) ที่ 100,500 ดอลลาร์ ค่ะ 🎯 (FVG คือโซนที่ราคาวิ่งผ่านไปเร็วๆ และมักเป็นบริเวณที่ราคามีโอกาสกลับมาทดสอบ/เติมเต็ม)

👇 โซน FVG ที่ 100.5K นี้ ยังคงเป็น Area of Interest ที่น่าสนใจสำหรับมองหาจังหวะ Long เพื่อลุ้นการขึ้นในคลื่นลูกถัดไปค่ะ!

🤔💡 อย่างไรก็ตาม การตัดสินใจเข้า Long หรือเทรดที่บริเวณนี้ ขึ้นอยู่กับว่าราคา แสดงปฏิกิริยาอย่างไรเมื่อมาถึงโซน 100.5K นี้ เพื่อยืนยันสัญญาณสำหรับการเคลื่อนไหวที่จะขึ้นสูงกว่าเดิมค่ะ!

เฝ้าดู Price Action ที่ระดับนี้อย่างใกล้ชิดนะคะ! 📍

BTC #Bitcoin #Crypto #คริปโต #TechnicalAnalysis #Trading #FVG #FairValueGap #PriceAction #MarketAnalysis #ลงทุนคริปโต #วิเคราะห์กราฟ #TradeSetup #ข่าวคริปโต #ตลาดคริปโต

@ d360efec:14907b5f

@ 34ff86e0:dbb6b9fb

test openletter redirection after creation

@ 6389be64:ef439d32

Most nematodes are beneficial and "graze" on black vine weevil, currant borer moth, fungus gnats, other weevils, scarabs, cutworms, webworms, billbugs, mole crickets, termites, peach tree borer and carpenter worm moths.

They also predate bacteria, recycling nutrients back into the soil and by doing so stimulates bacterial activity. They act as microbial taxis by transporting microbes to new locations of soil as they move through it while providing aeration.

https://stacker.news/items/988573

@ 58537364:705b4b85

“Any society that sets intellectual development as its goal will continually progress, without end—until life is liberated from problems and suffering. All problems can ultimately be solved through wisdom itself.

The signpost pointing toward ‘wisdom’ is the ability to think—or what is called in Dhamma terms, ‘yoniso-manasikāra,’ meaning wise or analytical reflection. Thinking is the bridge that connects information and knowledge with insight and understanding. Refined or skillful thinking enables one to seek knowledge and apply it effectively.

The key types of thinking are:

• Thinking to acquire knowledge
• Thinking to apply knowledge effectively In other words, thinking to gain knowledge and thinking to use that knowledge. A person with knowledge who doesn’t know how to think cannot make that knowledge useful. On the other hand, a person who thinks without having or seeking knowledge will end up with nothing but dreamy, deluded ideas. When such dreamy ideas are expressed as opinions, they become nonsensical and meaningless—mere expressions of personal likes or dislikes.

In this light, the ‘process of developing wisdom’ begins with the desire to seek knowledge, followed by the training of thinking skills, and concludes with the ability to express well-founded opinions. (In many important cases, practice, testing, or experimentation is needed to confirm understanding.)

Thus, the thirst for knowledge and the ability to seek knowledge are the forerunners of intellectual development. In any society where people lack a love for knowledge and are not inclined to search for it, true intellectual growth will be difficult. That society will be filled with fanciful, delusional thinking and opinions based merely on personal likes and dislikes. For the development of wisdom, there must be the guiding principle that: ‘Giving opinions must go hand-in-hand with seeking knowledge. And once knowledge is gained, thinking must be refined and skillful.’”

— Somdet Phra Buddhaghosacariya (P.A. Payutto) Source: Dhamma treatise “Organizing Society According to the Ideals of the Sangha”

Note: “Pariyosāna” means the complete conclusion or the final, all-encompassing end.

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“We must emphasize the pursuit of knowledge more than merely giving opinions. Opinions must be based on the most solid foundation of knowledge.

Nowadays, we face so many problems because people love to express opinions without ever seeking knowledge.”

— Somdet Phra Buddhaghosacariya (P.A. Payutto)

@ 3283ef81:0a531a33

This event has been deleted; your client is ignoring the delete request.

@ cff1720e:15c7e2b2

Ich liebe Pareto. Für das was es ist, viel mehr aber für das was es derzeit wird - der Marktplatz der Ideen. Er entsteht durch gemeinsames Engagement von Entwicklern, Autoren und aktiven Lesern. Es ist ein lebendiges Medium, das jeden Tag wächst, quantitativ wie qualitativ, durch offene Interaktion, was es in dieser Form einzigartig macht.\ \ Mein Text ist inspiriert durch den Artikel von Alexa Rodrian vom 22. Mai über den Auftritt von Wolf Biermann bei der Verleihung des Deutschen Filmpreises.  Alexa ist keine Publizistin, genau wie zahlreiche unserer Autoren, aber sie hat einen bemerkenswerten Beitrag verfasst. Ich habe ihn spontan geliked, kommentiert und mit einer Spende honoriert. In den vergangenen Tagen habe ich viel darüber reflektiert, und Pareto ermöglicht es mir, und jedem anderen, diese Überlegungen zur “Causa Biermann” hier darzulegen.

MSN kommentierte die anstößige Rede wie folgt: mit einem verfälschten Golda-Meir-Zitat lenkte Biermann das Thema auf das Sterben in Gaza, für das er die Palästinenser selbst verantwortlich machte. „Dass ihr unsere Söhne ermordet habt, werden wir Euch eines Tages verzeihen“, habe Meir zu den Palästinensern gesagt, „aber wir werden euch niemals verzeihen können, dass ihr unsere Söhne gezwungen habt, selber Mörder zu werden.“ Alexa Rodrian, in einer Mischung aus Enttäuschung und Empörung, eröffnete ihren Artikel wie folgt:

„Triff niemals deine Idole“ heißt ein gängiger Ratschlag. In gewendeten Zeiten stehen zu dem die Werte auf dem Kopf – und manche Künstler mit ihnen. Die Worte, die aus manch ihrer Mündern kommen, wirken, als hätte eine fremde Hand sie auf deren Zunge gelegt. Die fremde Hand ist bei Biermann eher unwahrscheinlich, denn sein Hang zu Provokationen und Verletzungen haben Tradition, man erinnere sich an den legendären Auftritt bei einer Feierstunde im Bundestag 2014 in der er die Mitglieder der Linksfraktion als “elenden Rest“ und ”Drachenbrut” bezeichnete. Oder seine Beschimpfungen der (ostdeutschen) Wähler von AfD und BSW im August 2024 in einem Zeit-Interview:  „Die, die zu feige waren in der Diktatur, rebellieren jetzt ohne Risiko gegen die Demokratie.  Den Bequemlichkeiten der Diktatur jammern sie nach, und die Mühen der Demokratie sind ihnen fremd.“

Im Februar 2025 wurde Wolf Biermann für sein Lebenswerk mit einem Musikpreis der GEMA ausgezeichnet. Was aber ist sein Lebenswerk, sein mutiges Engagement in der Opposition der DDR bis 1976 oder seine verfehlten Rüpeleien in der Gegenwart? Ein solcher Preis ist fragwürdig, denn kein Lebenswerk ist konsistent, und die Bewertung abhängig von subjektiven Maßstäben. Meist wählen wir unsere Idole nach unseren Idealen, aber die können sich verändern, ebenso wie das Idol. Beethoven widmete seine 3. Sinfonie (Eroica) Napoleon, zog die Widmung aber zurück als dieser sich 1804 zum Kaiser krönen ließ. “Ist der auch nichts anderes, wie ein gewöhnlicher Mensch?” soll er wütend ausgerufen haben. Richtig! Was hatte Beethoven erwartet, einen Gott? “Hosianna” und “kreuzigt ihn” sind Affekte die durch unsere Projektionen verursacht und den Realitäten nie gerecht werden. 

Den Preis für sein Lebenswerk kann Wolf Biermann behalten. Er hat Millionen von Menschen in der DDR Mut gemacht. Er hat zahlreiche großartige Gedichte und Lieder verfasst, das behalte ich gerne in Erinnerung. Nun hat er sich selbst vom Sockel gestürzt und durch seinen Empathiemangel das Image beschädigt. Das hätte er vermeiden können, wenn er sich an die Worte seines Lehrmeisters Brecht erinnert hätte.

...\ Dabei wissen wir doch:\ Auch der Hass gegen die Niedrigkeit\ verzerrt die Züge.\ Auch der Zorn über das Unrecht\ Macht die Stimme heiser. Ach, wir\ Die wir den Boden bereiten wollten für die Freundlichkeit\ Konnten selber nicht freundlich sein.\ ...

An die Nachgeborenen

Er hätte auch von der Medizin nehmen können, die er selbst für andere entwickelt hat \ (1966 für seinen Freund Peter Huchel).

…\ Du, laß dich nicht verhärten\ in dieser harten Zeit.\ Die allzu hart sind, brechen,\ die allzu spitz sind, stechen\ und brechen ab sogleich.\ …

Die Ermutigung

PS: Fortsetzung folgt in der Reihe \ “Was wir von großen Persönlichkeiten lernen können, wenn wir ihnen zuhören würden."

@ 207ad2a0:e7cca7b0

Quick context: I wanted to check out Nostr's longform posts and this blog post seemed like a good one to try and mirror. It's originally from my free to read/share attempt to write a novel, but this post here is completely standalone - just describing how I used AI image generation to make a small piece of the work.

Hold on, put your pitchforks down - outside of using Grammerly & Emacs for grammatical corrections - not a single character was generated or modified by computers; a non-insignificant portion of my first draft originating on pen & paper. No AI is ~~weird and crazy~~ imaginative enough to write like I do. The only successful AI contribution you'll find is a single image, the map, which I heavily edited. This post will go over how I generated and modified an image using AI, which I believe brought some value to the work, and cover a few quick thoughts about AI towards the end.

Let's be clear, I can't draw, but I wanted a map which I believed would improve the story I was working on. After getting abysmal results by prompting AI with text only I decided to use "Diffuse the Rest," a Stable Diffusion tool that allows you to provide a reference image + description to fine tune what you're looking for. I gave it this Microsoft Paint looking drawing:

and after a number of outputs, selected this one to work on:

The image is way better than the one I provided, but had I used it as is, I still feel it would have decreased the quality of my work instead of increasing it. After firing up Gimp I cropped out the top and bottom, expanded the ocean and separated the landmasses, then copied the top right corner of the large landmass to replace the bottom left that got cut off. Now we've got something that looks like concept art: not horrible, and gets the basic idea across, but it's still due for a lot more detail.

The next thing I did was add some texture to make it look more map like. I duplicated the layer in Gimp and applied the "Cartoon" filter to both for some texture. The top layer had a much lower effect strength to give it a more textured look, while the lower layer had a higher effect strength that looked a lot like mountains or other terrain features. Creating a layer mask allowed me to brush over spots to display the lower layer in certain areas, giving it some much needed features.

At this point I'd made it to where I felt it may improve the work instead of detracting from it - at least after labels and borders were added, but the colors seemed artificial and out of place. Luckily, however, this is when PhotoFunia could step in and apply a sketch effect to the image.

At this point I was pretty happy with how it was looking, it was close to what I envisioned and looked very visually appealing while still being a good way to portray information. All that was left was to make the white background transparent, add some minor details, and add the labels and borders. Below is the exact image I wound up using:

Overall, I'm very satisfied with how it turned out, and if you're working on a creative project, I'd recommend attempting something like this. It's not a central part of the work, but it improved the chapter a fair bit, and was doable despite lacking the talent and not intending to allocate a budget to my making of a free to read and share story.

The AI Generated Elephant in the Room

If you've read my non-fiction writing before, you'll know that I think AI will find its place around the skill floor as opposed to the skill ceiling. As you saw with my input, I have absolutely zero drawing talent, but with some elbow grease and an existing creative direction before and after generating an image I was able to get something well above what I could have otherwise accomplished. Outside of the lowest common denominators like stock photos for the sole purpose of a link preview being eye catching, however, I doubt AI will be wholesale replacing most creative works anytime soon. I can assure you that I tried numerous times to describe the map without providing a reference image, and if I used one of those outputs (or even just the unedited output after providing the reference image) it would have decreased the quality of my work instead of improving it.

I'm going to go out on a limb and expect that AI image, text, and video is all going to find its place in slop & generic content (such as AI generated slop replacing article spinners and stock photos respectively) and otherwise be used in a supporting role for various creative endeavors. For people working on projects like I'm working on (e.g. intended budget $0) it's helpful to have an AI capable of doing legwork - enabling projects to exist or be improved in ways they otherwise wouldn't have. I'm also guessing it'll find its way into more professional settings for grunt work - think a picture frame or fake TV show that would exist in the background of an animated project - likely a detail most people probably wouldn't notice, but that would save the creators time and money and/or allow them to focus more on the essential aspects of said work. Beyond that, as I've predicted before: I expect plenty of emails will be generated from a short list of bullet points, only to be summarized by the recipient's AI back into bullet points.

I will also make a prediction counter to what seems mainstream: AI is about to peak for a while. The start of AI image generation was with Google's DeepDream in 2015 - image recognition software that could be run in reverse to "recognize" patterns where there were none, effectively generating an image from digital noise or an unrelated image. While I'm not an expert by any means, I don't think we're too far off from that a decade later, just using very fine tuned tools that develop more coherent images. I guess that we're close to maxing out how efficiently we're able to generate images and video in that manner, and the hard caps on how much creative direction we can have when using AI - as well as the limits to how long we can keep it coherent (e.g. long videos or a chronologically consistent set of images) - will prevent AI from progressing too far beyond what it is currently unless/until another breakthrough occurs.

@ d360efec:14907b5f

Disclaimer: * การวิเคราะห์นี้เป็นเพียงแนวทาง ไม่ใช่คำแนะนำในการซื้อขาย * การลงทุนมีความเสี่ยง ผู้ลงทุนควรตัดสินใจด้วยตนเอง

@ bf47c19e:c3d2573b

Ovaj post sam objavio 24.01.2024. godine na Redditu povodom tri decenije od uvođenja Novog dinara kao rešenja za hiperinflaciju u Saveznoj Republici Jugoslaviji na šta su pojedini besni nokoineri sa te društvene mreže osuli drvlje i kamenje na mene. Od starih budalaština da je Bitkoin bezvredan, da nije oblik novca već finansijsko ulaganje, preko pravdanja svrhe inflacije, sve do potpune nemoći da se argumentima opovrgne nepobitna istina i pozivanja moderatora da me banuju. 🙃

Cena Bitkoina tada je bila oko $40.000. :)

Osim glavnog posta, ovde ću navesti i moje odgovore na neutemeljene i neinformisane tvrdnje besnih nokoinera. :) Da se sačuva od zaborava!

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Juče se navršilo 30 godina "Deda Avramove reforme".

Dan kada je rođen novi dinar, a Deda Avram sasekao hiperinflaciju

Kako nas je deda Avram spasio pre 30 godina: Neverovatno svedočenje tvorca „super dinara“ o jednoj od najgorih godina u istoriji Srbije

Dva jajeta – nedeljna profesorska plata: Kako se živelo u hiperinflaciji i šta je uradio Avramović

Vikipedija: Jugoslovenski dinar

„U julu '93. godine u Jugoslaviji nisi mogao skoro ništa da kupiš i niko za dinare nije hteo ništa da prodaje“, pisao je Avramović. Centralno-bankarska prevara se nastavlja jer je već do kraja 1995. dinar oslabio prema marki za 70% (1 dinar = 3.4 DM), a u decembru 2000. je taj kurs već bio 30.5 dinara za 1 DM (-96.7% od uvođenja novog dinara). To samo pokazuje da redenominacija valute tj. "brisanje nula" nije nikako čudo i viđano je puno puta kroz istoriju)

Ako je reformom iz januara '94 god. 1 novi dinar vredeo kao 1 nemačka marka, zatim od 2002. uveden evro čime je realna vrednost marke (samim tim i dinara) prepolovljena, a danas 1 EUR vredi oko 117 RSD, to znači da je "deda Avramov dinar" prema evru već obezvređen 59.91 puta za 30 godina. Dakle devalvacija dinara od 5991% od 1994. godine, a svakako još veća izražena kroz dobra i usluge jer su i nemačka marka do 2002. i evro od svog uvođenja iste godine prošli kroz sopstvenu inflaciju. Sam evro je izgubio oko 38% vrednosti od 2002. godine. Tako da se može reći da i "deda Avramov dinar" već uveliko prolazi kroz hiperinflaciju koja je samo razvučena na mnogo duži vremenski period (ne brinite - znam "zvaničnu" definiciju hiperinflacije - još jedan "gaslighting" centralno-bankarskog kartela da zabašuri šta se iza brda valja). Jer šta je inflacija od preko 5991% nego višedecenijska hiperinflacija?! Kako ne shvata gigantske razmere ove prevare?!

ISPRAVKA: Dinar nije nominalno izgubio 23400% (234x) vrednosti prema nemačkoj marki/evru od 1994. godine, već 59.91x odnosno 5991%. I danas na sajtu NBS postoji zvanični srednji kurs marke prema dinaru od 59,91:1. Realno, obezvređivanje dinara i evra prema robama i uslugama je puno veće, pošto su cene roba i usluga izražene u evrima ubrzo udvostručene u periodu nakon uvođenja evra. Hvala članu DejanJwtq na ispravci i izvinjenje svima od mene zbog greške.

Dafiment i Jugoskandik ("Dafina i Jezda") su bili samo državna konstrukcija da se izvuku devize iz ruku naivnih investitora da bi te devize nešto kasnije poslužile kao tobožnja rezerva za novi dinar. Ova gigantska prevara je unapred bila planirana, a Deda Avram iskorišćen kao marioneta tadašnjeg režima.

Inače lista država koje su izvršile redenominaciju valute kroz "brisanje nula" je poprilično dugačka i radi se o uobičajenoj pojavi kroz istoriju još od Haitija 1813. godine, a poslednji put su to uradile Sijera Leone i Kolumbija 2021. godine. Odavno je zaboravljeno da je (SR) Jugoslavija devedesetih to učinila još 1990. (10.000:1), 1992. (10:1), 1993. (1.000.000:1) i 1994. pre Avramovića (1.000.000.000∶1) ali je ovaj dinar trajao samo 23 dana. Tako da Deda Avram nije izmislio toplu vodu.

U SFRJ je izvršena jedna redenominacija 1966. godine u odnosu 10.000:1.

Wikipedia: Redenomination

Kome i dalje nije jasno zašto Bitkoin neka više puta pažljivo pročita ove tekstove iznad: oblik novca koji se ne može redenominirati, veoma lako konfiskovati i izdavati bez ikakve kontrole i pokrića. Potpuno nezavistan od kaprica korumpiranih i od realnosti otuđenih političara i centralnih bankara. Veoma je bitno da postoji ovakav oblik novca koji nije podložan ovakvim manipulacijama od strane ljudskog faktora i da postoji slobodan izbor da se taj oblik novca odabere za štednju i transakcije: barem od strane onih koji ga razumeju, ovi koji ne žele da razumeju neka i dalje pristaju da budu pljačkani - njima ionako nema pomoći.

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Komentari

brainzorz: Da, ali ako cemo realno bitkoin ne sluzi kao oblik novca, vec kao finansijsko ulaganje.

Bar je tako za nas i vecinu ljudi po svetu u praktičnom smislu. Jer 99.99% ljudi ili koliko vec prime platu u svojoj lokalnoj valuti, trose istu na redovan zivot, a ostatak (ako ga ima) investiraju. Slazem se da lokalne valute imaju svoj neki rizik, koji je veci u banana drzavi i da cuvanje svog kapitala u turbulentnom periodu u istoj je jako losa ideja.

Kada tako posmatras onda se mogu vuci pararele izmedju ostalih aseta, poput ETFova na primer i onda dolazimo do gomile problema sa bitkoinom.

@BTCSRB: Bitkoin se ne može porediti sa ETF-ovima pošto ETF-ove i ostale investicione instrumente ne možeš koristiti kao novac jer oni nisu "bearer assets" kao što jeste BTC. BTC eliminiše potpuno inflaciju (jer džabe ti keš u slamarici kao "bearer asset" kada je podložan inflaciji) i potrebu za posrednikom kod elektronskih plaćanja.

brainzorz: Ali on to eleminise samo u teoriji, sad da odem u pekaru, moram platiti u lokalnoj valuti, sad da li cu prodati bitkoin ili etf, prilicno je slicno.

Jedino sto mogu bitkoin zamenuti uzivo (ilegalno) sa nekim, pa tu jeste zamenjen posrednik. Ali provizije povlacenja su uglavnom zanemarljive, naspram ostalih parametara investicionog sredstva.

Neke stvari se mogu direktno platiti za bitkoin, ali to je ekstremno retko u stvarnom zivotu vecine ljudi.

@BTCSRB: Slažem se ali u uslovima hiperinflacije i visoke inflacije kakvu danas imamo u Argentini, Venecueli, Zimbabveu, Libanu, Turskoj itd. sve više ljudi direktno vrši transakcije u kriptovalutama, naročito "stablecoinima" poput USDT Tethera. Priznajem da u tim transakcijama BTC zaostaje upravo zbog volatilnosti ali je vršenje brzih i jeftinih transakcija svakako moguće putem Lightning mreže. Sve te lokalne valute su izgubile značajnu vrednost i prema USDT i prema BTC-u, odnosno BTC konstantno probija rekordnu vrednost kada se denominuje u tim valutama. I u tim državama je adopcija kriptovaluta najraširenija.

HunterVD: Kako valuta u koju se upumpavaju nepostojeci dolari i evri moze biti realna i dobra. A USDT tek da ne spominjem. Mozes uvek revi jer joj ljudi veruju, al ta vera u nesto ide samo do odredjenog nivoa.

@BTCSRB: Godinama kupujem BTC od svake plate, praktično štedim u njemu i kupovna moć mi vremenom raste denominirana u evrima i dinarima. To isto rade na desetine hiljada ljudi širom sveta. Kako su ti realni dinari i evri koje ubacujem svakog meseca koje sam zaradio od svog realnog rada - "nepostojeći"?

Kako dolari i evri koji se štampaju ni iz čega mogu biti realni i dobri kao valuta?

HunterVD: Pa eto bas to. Ulaze se nepostojeci novac u BTC i onda se prica o nekoj novoj valuti. Nije sija nego vrat, BTC ima jedino vrednost dok se upumpava taj lazni novac u njega. FIAT novac kolko tolko nastaje radom i proizvodnjom dobara, ne sav FIAT novac al neki deo, dok se BTC zasniva skroz na upumpavanje tog istog FIAT novca i dobroj volji i zeljama da magicne brojke idu navise.

@BTCSRB: Itekako je moguće izraziti cenu svih ostalih dobara i usluga kroz BTC i postojanje i vrednost BTC-a uopšte ne zavisi od fiat novca. Štaviše, gotova sva dobra i usluge dugoročno postaju jeftiniji kada se mere kroz BTC. Sutra kada bi fiat novac nestao BTC bi i dalje imao vrednost, čak i veću nego danas.

https://www.pricedinbitcoin21.com/

HunterVD: Naravno da je moguce izraziti cene svakodnevnih proizvoda u BTCu. Cene svakodnevnih proizvoda je moguce izraziti u cemu god pozelis, evo npr broj radnih sati koji je potreban da se proizvede taj proizvod i onda se uporedi sa cenom radnih sati i cene na polici, mozes ga uracunavati i u dobrima , jedan iphone kosta tolko i tolko KG juneceg mesa..... nista cudno. Takodje cene proizvoda pokazuju pad u odnosu sa BTCom jer je BTC masivno porastao u poslednjih 5-6 godina. Sta ce biti kad BTC stagnira ili pada kako se u tom periodu odnose cene, a da BTC je store of value i namenjen je samo da se cuva izvinte molim vas moja greska. Ni druge kripto valute nisu nista bolje. Ljudi koji su zaradili na BTCu svaka cast eto imali su pameti i srece , al sad kako je cena sve veca, inflacija sve losija i kamatne stope sve vise postace sve teze i teze dolaziti do novca a kamo li intvestirati ga u nesto rizicno ko kripto valute tako da ce i BTC sve manje rasti sto zbog velicine market cap-a sto zbog toga sto ljudi i firme imaju sve manje novca za ulagati. Dal ce btc moci da se uzbori sa inflacijom i losim uslovima to tek treba da se vidi. Tako da videcemo u narednom periodu koliko ce se ta priva o BTC kao store of value i nacinu odbrane od inflacije obistiniti. Licno ne verujem da ce BTC ikad biti zvanicno sredstvo placanja.

@BTCSRB: Cena svega se može izraziti kroz sve ostalo ali šta od svega toga najbolje vrši funkciju novca? BTC bolje vrši funkciju novca u većini okolnosti od gotovo svih stvari.

Šta će biti sa BTC videće se i oni koji veruju u njega će biti najzaslužniji za njegov uspeh jer su obezbeđivali potražnju kada su kola išla nizbrdo i za to biti asimetrično nagrađeni, ali će i puno izgubiti ako se pokaže da nisu u pravu. Pukovnici ili pokojnici. Po meni je to cilj zbog koga vredi rizikovati, pa i bankrotirati a cilj je da se centralno-bankarski kartel učini manje relevantnim.

Znaš i sam da fiat sistem ne može da preživi i izbegne imploziju bez konstantnog uvećanja mase novca u opticaju i zato se uopšte ne plašim za BTC i spavam mirno. BTC sigurno neće rasti istom brzinom kao prvih 15 godina ali moje očekivanje je svakako ubedljivo nadmašivanje svetske inflacije i obezvređivanja. Ne vidim kako sistem može da opstane bez novog QE kada god se on desi, u suprotnom imamo deflatornu spiralu.

Ne mora da bude zvanično sredstvo plaćanja, dovoljno da meni kao pojedincu služi za to dok god ima ljudi koji ga prihvataju, a ima ih puno. I da niko u tome ne može da nas spreči.

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loldurrr: Ali i BTC je postao, u neku ruku, berzanska roba. Imaš market cap izražen u dolarima, koji je danas, npr. 2 triliona $, za mjesec dana 500 milijardi. Isto kao i dolar, samo volatilnije. Zato i kažem, da je to sve rezultat ponude i tražnje. Hipotetički, ja da imam milion BTC i odlučim to danas prodati, enormno ću oboriti cenu BTC. Ako je to valuta nezavisna od vanjskih uticaja - zašto će pasti toliko, kada imamo ograničenu količinu BTC-a. Svima je i dalje u podsvesti vrednost BTC izražena u USD, tako da je to isto kao i dinar, franak, akcija CocaCola i sl. Bar za sada...

A mogućnosti za korištenje BTC za robna plaćanja su mizerna. Ima li na vidiku mogućnosti da se vrednost nafte počne izražavati u BTC?

@BTCSRB: Meriti Bitkoin direktno prema robama i uslugama je itekako moguće i kada ga tako meriš, a ne prema fiat novcu, dugoročno cene gotovo svih roba i usluga padaju prema Bitkoinu. Cene svega izražene kroz BTC neće nestati ni u slučaju nestanka fiat novca, dolar sutra da prestane da postoji nikoga ne sprečava da izražava cene svega kroz BTC. Dolar i ostale valute nisu potrebni Bitkoinu.

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Unlikely-Put-5524: Imam samo jedno pitanje za one "koji vide iza svega" i pronikli su bankarsku prevare da porobi čovečanstvo... Kako ne postoji mogućnost da je BTC i kripto nastao iz iste kuhinje i predstavlja ultimativni način za porobljavanje?

2% novčanika poseduje 95% svog BTC-a koji nije izgubljen. Znači da centralizacija može biti maksimalna...

@BTCSRB: Količina BTC-a u posedu ne daje kontrolu nad pravilima protokola i većinski vlasnici ne mogu da štampaju nove novčiće i tako uvećaju konačnu količinu u opticaju. Mogu samo da kratkoročno obore cenu i tako samo ostanu sa manje BTC-a koji imaju pošto će tržište vremenom apsorbovati te dampovane koine.

Unlikely-Put-5524: A mogu i dugoročno da obore cenu. Hajde da kažemo da imaš sada 10 BTC-a gde svaki vredi 40k

Veliki dumpu-ju ceo svoj bag u kontinutitetu kao što sad radi GS i posle godinu dana tvoj BTC sad vredi 4k, zašto misliš da bi ljudi nastavili da ga drže? Posebno ako znamo da ga 97% kupuje da bi zaradili, a ne zato što žele da ga koriste kao sredstvo plaćanja.

Ja bih ore BTC gledao kao commodity, jer sa svojim deflatornim svojstvima ne može biti valuta za plaćanje.

Takođe postoji i doomsday scenario gde jednostavno mogu svi da se dogovore da je ilegalan i to je onda to. Ovo mi deluje kao gotovo neverovatno, ali po meni je bilo koji maksimalizam potpuno detinjasto razmišljanje.

@BTCSRB: Pa padao je toliko puta za preko 70% i uvek se vraćao jer si uvek imao ljude koji su bili spremni da ga kupuju po bilo kojoj ceni, uključujući i mene. Pošto se ne može štampati, na kraju će ovi prodavci ostati bez BTC-a za prodaju i tržište apsorbovati čak i njihov "sell pressure". A ovi veliki koji drže tolike količine itekako dobro znaju vrednost toga što poseduju i nema smisla da svu količinu koju drže prodaju za inflatorni novac - prodavaće da bi finansirali svoj životni stil ili investiraju u biznise ili će ga koristiti kao kolateral za fiat pozajmice - ako raspolažu tolikim količinama i mogu da kontrolišu tržište nemaju strah da će im kolateral biti likvidiran.

Većina ljudi su fiat maksimalisti samim tim što su 100% u fiat novcu pa ne razmišljaju u pravcu doomsday scenarija kakav je upravo bila hiperinflacija devedesetih.

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Romeo_y_Cohiba: Niko ti ne brani da ulažeš u bitcoin pod uslovom da znaš da je rizičniji od gotovog novca, štednje po viđenju, oročene štednje, obveznica, nekretnina, akcija, raznoraznih etfova, private equitya i derivata.

Drugim rečima ako ti je ok da danas uložiš 1000e, da za nedelju dana to vredi 500e, za mesec 1500 a za pola godina 300e ili 0 samo napred. Većini ljudi to nije ok.

Razlog zašto pamtimo Avrama je jer njegov dinar i dan danas koristimo. Prethodne uzastopne reforme nisu uspele kao što si i sam primetio.

Takođe, nije u pitanju "centralno-bankarska" prevara jer se ništa od toga ne bi desilo da ovom "odozgo" nisu zatrebale pare za finansiranje izvesnih stvari.

I dan danas, izvesni političar(i) izađu na TV i kažu da su "našli" novac za neki svoj genijalni plan i ljudi to puše. To u prevodu najčešće znači da će da nagna centralnu banku da mu doštampa novca i to nema veze sa bankama nego politikom..

@BTCSRB: Za investicione instrumente koje si naveo treba videti koliko su uspešno nadvladavali inflaciju prethodnih decenija i da li su očuvali kupovnu moć. Za štednju u banci i obveznice se i iz daleka vidi da nisu. US obveznice su u septembru imale drawdown od 48% od ATH iz 2020, a kao važe sa sigurnu investiciju. Čak i u momentu dospeća posle 10-30 godina jako teško čuvaju vrednost od inflacije.

A sada se zapitaj: da li zaista misliš da političari kontrolišu banke i bankare ili je možda obrnuto? Nisu političari ti koji su vlasnici krupnog kapitala.

Romeo_y_Cohiba: Ne investiraju svi na 10-30 godina za potrebe penzije. To je samo jedan od mnogo vidova i razloga investiranja. Nadvladavanje inflacije je isto tako samo jedan od kriterijuma. Samo pogledaš u šta jedan penzioni fond u SAD-u investira(hint: nije btc i nisu samo akcije). Npr. neki penzioni fondovi su od skoro počeli da investiraju u private equity ali isključivo do 15% veličine portfolija. Počeće i sa kriptom u nekom trenutku ali mogu da potpišem da će biti u još manjem procentu nego PE. Niko nije blesav da grune teško stečeni novac u nešto tako rizično osim u jako malim iznosima.

Ne znam ko koga kontroliše ali Avram je bio daleko manji baja od Slobe 90ih i pitao se za stvari samo u meri koliko mu je bio dozvoljeno da se pita. Ratovanje košta i finansira se štampanjem novca, nisu to neke neshvatljive stvari. Da ne pričam da smo bili pod apsolutnim sankcijama celog sveta.

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Virtual_Plenty_6047: Npr jedan od velikih uspeha Japana od pre par decenija je zahvaljujući devalvaciji njihove valute, pa samim tim izvoz im je bio relativno jeftin. Naš dinar je jak, i to odgovara uvozničkom lobiju.

Nažalost mi ionako ništa ne proizvodimo tako da ne verujem da bi nešto pomoglo ako bi devalvirali dinar. Al svakako ovo je jedna viša ekonomija za koju naši političari nisu dorasli.

@BTCSRB: Gde je običan čovek u tom velikom japanskom uspehu? Postali su zemlja starih i nesrećnih mladih ljudi koji ne mogu da pobegnu iz "hamster wheel-a". Imaju "debt to GDP" od preko 260%. Taj dug nikada neće vratiti, a uz to će povući u ambis pola sveta jer najveći držaoci američkog duga - 14.5%. Spolja gladac, iznutra jadac. Iako je malo degutantno da mi iz Srbije komentarišemo Japance, opet pitam: gde je prosečan Japanac u celoj ovoj igri?

Why Japan Is Facing a Financial Disaster

Preporučujem da pogledate dokumentarac "Princes of the Yen | The Hidden Power of Central Banks" snimljenom po istoimenoj knjizi profesora Riharda Vernera koji je otac kvantitativnog popuštanja (quantitative easing) i ekspert za japansku ekonomiju i bankarski sistem.

Virtual_Plenty_6047: Zato sam rekao od pre nekoliko decenija. Jer su do pre nekih 30 godina bili 50 godina ispred celog sveta, sad su 20 godina iza naprednog sveta. Japanci su svako specifični. Poenta mog komentara da postoji razlog za neke zemlje da oslabe svoju valutu, i može itekako dobro da radi ako se radi u sinergiji sa nekim drugim ekonomskim merama. Tako da odgovor na to opet pitam, ne znam gde je prosečni Japanac, uskoro tamo trebam da idem pa ću ti reći. :'D

Odgledao sam ja ovaj dokumentarac odavno, super je. Pročitao mnoge knjige, a ponajviše od Austrijske ekonomske škole gde su pojedinci (Hayek) bili prvi koji su zagovarali novu decentralizovanu valutu, bili su u toj školi mnogi koji su prvi pričali o problemu inflacije i šta je tačno inflacija, ali su bili i za kapitalizam. Ali ovo je zaista jedna visoka ekonomija, videćeš da nije baš sve tako jednostavno kao što misliš.

Malo si previše u kriptovalutama pa gledaš na sve drugo u ekonomiji sa prekorom, pogotovu na kapitalizam. Evo i ja sam sam dobro investiran u kripto (uglavnom u BTC) pa sam itekako svestan da sve to može na kraju da bude potpuna pizdarija.

p.s. Knjiga za preporuku: 23 stvari koje vam ne kazu o kapitalizmu

@BTCSRB: Nisam u kriptovalutama nego isključivo u BTC.

Nisam ja protiv kapitalizma samo što nije pravi kapitalizam kada ne postoji slobodno tržište novca, pa samim tim ne postoji uopšte slobodno tržište koliko god se činilo tako. Kada su ekonomski subjekti prisiljeni da koriste određeni oblik novca, a monetarna politika se centralno planira - po meni tu nema slobodnog tržišta niti kapitalizma. Npr. formiranje cene Bitkoina i transakcionih naknada je čisto slobodno tržište jer tu nema "bailout-a", a BTC mining industrija je pravi primer slobodnog tržišta u kapitalizmu. Čista ponuda i potražnja bez intervencionizma. Ako si neprofitabilan nema ti spasa i bankrotiraćeš i nema nikoga ko će ti priteći u pomoć. Niko nije "too big to fail".

Znam da sam se ovde usredsredio usko na jednu industriju ali se može primeniti na celokupnu ekonomiju. Države i centralne banke su suvišne i apsolutno pokvare sve čega se dotaknu pa će u slučaju potpune pizdarije odgovornost biti na njima, a ne na Bitkoinu i njegovim držaocima.

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kutija_keksa: Evo zašto btc nije pogodan kao valuta:

-Volatilna vrednost. Vrednost btc se menja i do 200% godišnje, dok dolar ne trpi inflaciju vecu od 10% godišnje (mada je u redovnim uslovima tipa 3%). Čak i dinar, ako gledaš realnu kupovnu moć u prodavnici nema volatilnost preko 30% na godišnjem nivou (jedno 7 puta nižu od BTC) Ako danas kupim BTC u vrednosti od 15 USD ne znam da li ću sutra moći da kupim 10 ili 20 USD za isti taj BTC.

-„Gas fees” koji se plaćaju na svaku transakciju, u poređenjusa kešom koji nema takvih problema.

-Spor transfer novca. Arhitektura blockchaina ne dozvoljava mreži da procesuira više od 10 transakcija po sekundi, što značida na transakciju možete čekati i po nekoloo sati, u poređenju sa kešom (bez odugovlačenja) ili debitnim karticama (10 sekundi do 10 minuta). Visa i MasterCard procesuiraju hiljadu puta više transakcija po sekundi.

-Retko ko eksplicitno prima BTC, tako da ćete plaćati menjačnici na kursu u oba smera, i pritom čekati menjačnicu.

-Podložan je manipulacijama velikih igrača poput Ilona Maska i velikih banki koje su u zadnjih pet godina debelo uložile u kripto. Fiat je na milosti države i njenih građana, dok je BTC na milost privatnih investitora. Kome verujete više?

-SVE BTC transakcije su jsvne, ako neko zna koji novčanik je vaš lako zna i koliko para ste kada slali kome, dok fizičke novčanice nemaju taj problem.

-Vrednost i upotreljivost BTC ne garantuje niko, dok vrednost i upotrebljivost fiat valute barem donekle garantuje država. Na primer, Srbija garantuje da je dinar upotrebljiv jer zahteva da vodu, struju, poreze, namete i takse plaćaš u dinarima, a i javni sektor (10% čitavog stanovništva) isplaćuje isključivo u dinarima.

OP očigledno ima jako ostrašćenu ideološku perspektivu... Ja nisam stručnjak, ali je moj otac pisao naučne radove o blockchainu dok je bio na doktorskim studijama, još kad je pomisao o BTC vrednijem od sto dolada bila smešna, tako da znam nešto malo kroz priče sa njim. Uostalom, sve o čemu pričam lako je proveriti pomoću javnih podataka. Ono što OP piše je jednim delom tačno, ali su iznete samo one informacije koje idu u prilog BTC.

Kripto kao pobuna protiv fiata, centralnih banaka i vlada je imao ideološke korene kod anarhista na internetu devedestih, međutim od njihovih belih papira i špekulacija dobili smo nešto što je kao valuta beskorisno. BTC može biti investicija, ako su ljudi iskreni sa sobom, ali ideja o valuti je prevaziđena. Ako i neka kripto valuta drži do toga onda je to Monero koji bar ima anonimnost.

@BTCSRB: Ne ulazeći u sve iznete navode taksativno, ipak moram da prokomentarišem neke od nepreciznih ili netačnih navoda.

Transakcione naknade kod Bitkoina se ne zovu "gas fees" već "transaction fees". Kod keša nema takvih problema ali ga ne možete poslati putem komunikacionog kanala bez posrednika. To mora da ima svoju cenu pošto BTC majneri moraju da imaju neki podsticaj da uključe nečiju transakciju u blok koji je ograničene veličine. BTC "fee market" je najslobodnije tržište na svetu. Fiat novac nemate mogućnost da pošaljete na daljinu bez posrednika koji takođe naplaćuje nekada dosta skupe naknade.

Besmisleno je porediti blokčejn kao "settlement layer" sa Visom i Mastercardom koje ne služe za finalno poravnanje. Glavni Bitkoin blokčejn se može pre uporediti s SWIFT-om ili FedWire-om kod kojih je jednom poravnata transakcija nepovratna, a Mastercard/Visa sa BTC "Lightning Network-om" koji služi za brza i jeftina plaćanja. Otac je trebalo da Vas nauči o Lightning mreži, kako funkcioniše i da je sposobna da procesuira više miliona transakcija u sekundi. Lightning mreža takođe nudi veći nivo privatnosti od glavnog blokčejna ali puno manju sigurnost.

Ne bih se složio da je fiat na milosti isključivo države i građana, samo ću spomenuti Crnu sredu iz septembra 1992. godine i spekulativni napad na britansku funtu.

BTC transakcije su javne ali su pseudonimne što znači da je jako teško utvrditi identitet ukoliko adresa nije povezana sa identitetom korisnika. Generisanje BTC adrese ne zahteva nikakvu identifikaciju ("krvnu sliku") za razliku od otvaranja bankovnog računa. Može se generisati neograničen broj adresa i na razne načine prekinuti i zamaskirati veza transakcija između njih radi očuvanja privatnosti. Ponovo, fizičke novčanice ne možemo slati putem komunikacionog kanala bez posrednika, podložne su konfiskaciji, uništenju i obezvređivanju.

Upotrebljivost Bitkoina garantuje "open source" kod, energija, matematika i kriptografija. To su mnogo jače garancije nego obećanja bilo koje države koja su toliko puta u istoriji izigrale poverenje sopstvenog stanovništva - poput Jugoslavije devedesetih.

Ja sam BTC spomenuo kao potencijalno rešenje za (hiper)inflaciju tek u kraćem delu na kraju teksta, a od Vas i od ostalih komentatora sam dobio nesrazmeran odgovor usmeren na Bitkoin, a puno manje usmeren na navode iz najvećeg dela posta.

Tako ste i vi izneli isključivo informacije koje ne idu u prilog BTC-a, a potpuno ignorisali sve očigledne nedostatke fiat novca (kako u fizičkom, tako i u digitalnom obliku) koji su se i ispoljili tokom hiperinflacije devedesetih, a ispoljavaju se i dan-danas.

Svako dobro!

kutija_keksa: Zato su i „Gas fees” pod navodnicima.

Ne vidim zašto bi bilo dobro imati „slobodno tržište” kada se radi o kopačima.

Ali, čak i da je dobro imati slobodno tržište, morate primetiti da BTC kopanje nije tako slobodno. Postojanje ASIC mašina znači da se kopanje prevashodno isplati velikim igračima (ne mislim na likove sa 3 riser kartice u PC, nego na kineze sa skladištima teških preko milion u opremi). Takođe, te velike operacije organi vlasti mogu zaustaviti kad im se prohte (Kina).

Jako je teško izvući BTC anonimno bez gubitka kod menjača -- pojedinca ili non KYC institucije.

Što se upotrebljivosti BTC tiče, šta meni garantuje da ću imati na šta da potrošim BTC? To je ključno pitanje. A kasa Jugoslovenski fiat nije bio upotebljiv, vidim da Nemački jeste. Isto tako, mislim da će USD biti upotrebljiv dugo, a kada USD bude neupotrebljiv društvo će ionako biti u apokalipsi gde papir nije važan koliko i hrana, utočište, voda, radio, municija, lekovi i vatreno oružje.

Naravno da iznosim samo informacije koje proizilaze iz nedostataka, to je balans postu i komentarima. Da su ljudi samo blatili kripto moj komentar bi mnogo više ličio na originalni post nego na moj prošli komentar. Ja se sa mnogim tvrdnjama u postu slažem delimično ili potpuno, samo želim da pružim kontekst za tumačenje toga.

Ideološki su mi Cryptopunks potpuno zanimljivi, ali cinizam je opravdan kada se u obzir uzme priča. Ljudi su želeli da se odupru bankama, vladama, kontroli i prismotri. Izmislili su tehnologiju. Počeli su da koriste i popularizuju tu tehnologiju. U prostor su ušle banke i vlade, kupovanjem, prodajom i praćenjem samog tržišta (danas sve velike menjačnice imaju KYC procedure). Kao u matriksu, kontrolisana opozicija. Ok, ovo je lična teorija zavere u koju ni ja ne verujem u potpunosti.

Ako govorimo o crypto kao valuti mislim da je XMR mnogo bolja VALUTA od BTC, dok je mnogo gora investicija. Jednostavno se slažem sa političkim i ideološkim ciljevima pionira kripto valuta, ali smatram da su oni ogromnim delom iznevereni zbog ulaska banaka i država u celu priču, te njihova stara rešenja više ne rešavaju originalne probleme.

@BTCSRB: BTC kao neutralni novac je za svakoga, pa i za bankare i države. Ne možemo ih sprečiti da ga kupe na tržištu i stave ga u kakav god instrument, pa i ETF. Ne možemo ih sprečiti da ga konfiskuju od onih koji nisu dobro obezbedili svoje ključeve. Države su regulisale ono što su mogle, poput menjačnica, kroz AML/KYC procedure ali kakve to veze ima sa BTC-om? Na protokol kao protokol nisu mogle da utiču.

Ko želi i dalje može koristiti BTC kako je i prvobitno predviđeno - za p2p transakcije i skladištenje vrednosti u "self custody-u". Bitkoin je i dalje "bearer asset" otporan na cenzuru i konfiskaciju. Ne vidim da je taj pravac promenjen samo zato što su ušle banke i države. Možda nije u duhu Bitkoina da ga kupuju fondovi pa ga prodaju upakovanog u ETF. Najmanje je u duhu bitkoina da se nekome zabrani da ga kupuje.

Kako to mislite "ne vidite zašto bi bilo dobro imati „slobodno tržište” kada se radi o kopačima? Na decentralizaciji mininga se radi (StratumV2 protkol, Ocean pool...), a kineski primer je samo pokazatelj koliko je otporno: nakon zabrane raširilo se dodatno po svetu, a u Kini se i dalje nalazi 21% hešrejta. Majneri imaju veoma male margine profita zbog same prirode rudarenja i halvinga pa će bilo kakav "fck around" poput cenzure transakcija verovatno značiti bankrot.

Možemo do sutra pričati o XMR vs BTC i navešću puno razloga zašto XMR ne može i neće zaživeti kao novac, a pre svega je manjak decentralizacije (neograničena veličina blokčejna) i otpornost na državni napad - sve što Bitkoin ima. Kada je novac u pitanju pobednik nosi sve i tu je Monero već izgubio, dok će BTC poboljšanu privatnost obezbediti na ostalim nivoima, sidechainovima itd (Lightning, Liquid, Cashu, Fedimint, Ark i ko zna šta sve što još i ne postoji - nivo developmenta u Bitkoin prostoru je ogroman).

Dolar će uvek u nekom obliku biti upotrebljiv ali ne znači da će zauvek ostati svetska rezervna valuta, kao što i danas postoji funta ali odavno nije više ono što je bila na vrhuncu Britanske imperije.

kutija_keksa: Pa ti protokoli sprečavaju pljude da anonimno kupe BTC.

Mislim, BTC realno ima neku primenu, ali ja ga danas npr. imam čisto kao neku malu investicijicu, i to još od doba kad je kopanje sa 2 grafičke u kućnom PC bilo isplativo po skupoj struji. Ali BTC prosto nije dobra alternativa fizičkom novcu na nivou države zbog volatilnosti i manjka kontrole. Jedna ogromna poluga države je puštanje u promet novog novca, i tako se kontroliše inflacija, pored menjanja kamatnih stopa. Bez mogućnosti štampe gubi se i taj faktor kontrole. A inflacija od 2-3% godišnje je zdrava, dok je za ekonomiju deflacija (kojoj je BTC bar delimično sklon) haos, jer smanjuje ekonomsku aktivnost i investicije...

Što se tiče državnog napada na XMR, misliš na to kako jedna država može da realistično sprovede 51% napad?

XMR nije vrhovna valuta ali meni se sviđa kako za njega nema ASIC mašina, kako je anoniman u smislu da ne možeš lako da provališ ko kome koliko i kada šalje šta... Mislim da će XMR sigurno u toj privacy niši zameniti neka druga valuta kroz 10-15 godina koja ima bolji algoritam i tehnologiju...

Dobra dosetka za veličinu blockchaina, ali ona je trenutno 160GB cela / 50 GB pruned, tako nešto. Sve dok nije preko 10TB (100x) veća može je pohraniti najveći hard disk namenjen „običnim ljudima”, a kad se dođe do tad verovatno će i cene tih diskova biti pristupačnije nego danas. Sa druge strane, agresivan pruning je takođe opcija. A da ne govorimo o sidechainovima koji takođe postoje za XMR.

Da, to za dolar je i moja poenta, nekako će biti upotrebljiv uvek, dok je kripto neupotrebljiv bez neta, a i nema mnogo šta da se kupi kriptom u poređenju sa fiatom. I

@BTCSRB: Ima bezbroj načina da se nabavi non-KYC Bitkoin: coinjoin, coinmixing, rudarenje u non-KYC pulu, nabavka nekog drugog kripta putem KYC menjačnice pa "trustless atomic swap" za BTC, nabavka KYC BTC-a putem Lightning-a pa "submarine swap" on-chain, zatim nabavka bilo kog KYC kripta ili Lightning ili on-chain BTC-a pa swap na sidechain Liquid BTC gde su transakcije tajne slično XMR-u i nazad swap na on-chain. Naravno i stara narodska razmena na ulici. XMR se isto može koristiti za svrhu nabavke non-KYC Bitkoina. U svim ovim slučajevima se adrese koje su krajnje destinacije tih sredstava ne mogu ili jako teško povezati sa KYC identitetom korisnika. Više na: kycnot.me

Diskusija o tome da li je zdrava i potrebna inflacija i da li je uopšte potreban državni intervencionizam u ekonomiji je stara diskusija između Kejnzijanske i Austrijske ekonomske škole. Po meni svaka inflacija je pljačka. Da ne govorimo da centralni bankari ne snose nikakvu odgovornost za gubitak kontrole nad inflacijom koji se meri u stotinama procenata "omaška" jer kada je ciljana inflacija 2%, a imamo inflaciju od 10% to je onda promašaj od 500%. A svi vodeći centralni bankari su i dalje na svojim funkcijama od početka inflacije negde 2020. godine iako su izneverili sva očekivanja. Nisu izabrani od strane naroda i nemoguće ih je smeniti od strane naroda, a utiču na živote svih!

Usled tehnološkog napretka i rasta produktivnosti, prirodno stanje slobodnog tržišta je pad cena, a ne njihov konstantan rast kroz inflaciju. Ne postoji nikakva "poželjna" ili "neophodna" inflacija, svaka "ciljana" inflacija je pljačka koji onemogućava populaciju da uživa u plodovima sopstvene produktivnosti u obliku nižih cena svih roba i usluga. Bitkoin zbog svoje fiksne ponude novca u opticaju (21 milion novčića = apsolutna digitalna oskudnost) nameće ovu disciplinu slobodnog tržišta i tehnološkog napretka. Dok je postojeći dužnički fiat sistem dizajniran da krade plodove produktivnosti, Bitkoin omogućava populaciji da ih zadrži u obliku nižih cena.

Kada nema rasta cena, inflacija je 0% i cene su stabilne. Krađa i tada postoji, jer cene prirodno padaju zbog povećanja efikasnosti proizvodnje/usluga, gde bi se tada veca količina robe/usluga, takmičila za istu (fiksnu) količinu novča od 21M BTC-a.

Kakav je ishod ove diskusije nije bitno, bitno je da sada svako ima slobodu izbora kakav novac želi da koristi a ne da bude prisiljen da koristi isključivo inflatorni novac. Ako se neko ne slaže sa modernom monetarnom teorijom, sada ima alternativu koju nekada nije imao (zlato je odavno izgubilo bitku sa MMT) pre postojanja Bitkoina.

kutija_keksa: Neki od ovih non kyc nacina su mi vec bili poznati, neki nisu, ovo je bas informativan komentar.

A što je inflacija pljačka? Bez obzira na inflaciju, broj novčanica u novčaniku ostaje isti, to što se one sada mogu zameniti za manje robe je druga priča. Da li je onda i zlato pljačka, jer neko kupi, na primer, 100g zlata danas, a sutra na tržištu cena zlata padne? Da li je onda pljačka i BTC, jer i danas i kad je BTC bio na vrhuncu cene imam isti broj satoshija, samo je danas njihova vrednost manja?

Ne vidim zašto bi centralni bankari snosili odgovornost zbog inflacije. Oni ugrobo imaju dve poluge za kontrolu inflacije: kamatne stope i štampanje novca. U realnosti na inflaciju utiče mnogo faktora na koje centralna banka nema uticaj, niti koje može da predvidi: pandemije, ratovi, državni budžeti i zaduživanja, trgovina u datoj valuti (i izvoz i uvoz), porast i pad produktivnosti... Oni imaju donekle uticaj, ali nisu svemoćni.

Što se tiče izbora, ovo već zalazi u politiku a ne u finansije, ali ni direktor pošte, ni direktor EPS, ni direktor vodovoda nisu birani na izborima na kojima glasaju svi, a utiču na živote svih!

Ne verujem u kripto kao spasioce kapitalizma ili pojedinca. Ovo je sada više politički, ali zaista mislim da u kapitalizmu prosečna osoba nema slobode, a da je kripto u najbolju ruku jedna mala stavka koja omogućava skladištenje stečenog kapitala (ovo se dobija ako prihvatimo sve kripto pozitivne teze), ali ne rešava problem radnika koji čine 95% društva i doprinose 99% vrednosti a kapitala kontrolišu višestruko manje.

Otkud znam, ono, da rezimiram: kripto je koristan alat koji još nije dostigao svoj vrhunac, ali neće nešto mnogo promeniti svet. To je neko moje viđenje.

@BTCSRB: Kako nije pljačka? Broj novčanica u novčaniku ostaje isti ali ukupan broj novca u opticaju se uvećava i tako obezvređuje tvoje novčanice. Inače, znaš vrlo dobro da fizički keš čini manje od 10% ukupnog novca u opticaju, a ostalo je digitalno. Dakle "money supply" se uvećava pritiskom na dugme tastature računara u FED/ECB/NBS... Neko stvara novac ni iz čega za koji svi moramo da radimo trošeći svoje dragoceno i ograničeno vreme na ovom svetu. Tako nam efektivno krade vreme pošto tvoj radni sat iz prošlosti konstantno može da kupi manje roba i usluga u budućnosti, a zbog tehnološkog napretka i rasta produktivnosti bi realno cene trebaju da budu niže vremenom

Kako možeš da porediš fiat, zlato i BTC u tom smislu? Vrednost fiata prevashodno smanjuje ljudska manipulacija sa strane ponude koja se uvek uvećava, dok je potražnja permanentno rastuća zbog zakona o "legal tenderu" i rasta privrede i broja stanovnika. Ovo sa BTC je strana potražnje koju reguliše slobodno tržište dok ukupna ponuda nije podložna ljudskoj manipulaciji. Dugoročno, vrednost zlata i BTC raste sa rastućom potražnjom jer nema manipulacije ponude.

Centralni bankari će optužiti sve druge faktore da bi skrenuli pažnju sa svoje odgovornosti za inflaciju, a za ratove se može reći da su čak i saučesnici pošto tokovi novca mogu utvrditi veoma zanimljivu vezu između njih i vojno-industrijskog kompleksa. Na stranu to, dolarska monetarna masa je samo između februara i aprila 2020. uvećana za 1.39 biliona/triliona što je više nego ukupna monetarna masa iz 2008-09 krize. U krizi 2008-09 su od septembra 2008. do januara 2009. naštampali 803 milijarde i tako uvećali monetarnu masu za 88% sa 909 milijardi na 1712 milijardi - to znači da su 4 meseca naštampali skoro isto novca kao tokom celih 95 prethodnig godina sopstvenog postojanja Federalnih rezervi. Te 2020. su i potpuno ukinuli obavezne rezerve u komercijalnim bankama.

ECB je naštampala 1T evra "zbog kovida". A kao naštampali su jer je bila zatvorena celokupna privreda, pa što ste tako agresivno zatvarali privredu - trebalo je da pustite ljude da rade a ne da se igrate Mao Ce Tunga. I uprkos nezapamćenom štampanju ti isti centralni bankari su nazivali inflaciju "prolaznom" - dakle ni zrnce odgovornosti.

Ako u kapitalizmu prosečna osoba nema slobode, šta reći za komunizam gde ne da nema slobode nego nema ni života pošto su komunistički režimi pobili na desetine miliona ljudi?

Na hipotetičkom BTC standardu zbog fiksne količine novca u opticaju bi se popravio položaj radnika jer kapitalisti ne mogu da beskonačno uvećavaju svoj BTC kapital i kupovna moć i radnika i kapitalista bi procentualno podjednako rasla i običan radnik bi imao mnogo bolje šanse da i sam postane kapitalista nego danas. Imao bi mogućnost da štedi od svoje plate jer mu novac ne bi gubio vrednost i u nekom trenutku bi iz svoje štednje finansirao neki biznis, a ne zaduživanjem. Tako bi se ravnomernije rasporedilo društveno bogatstvo ali ne centralnim planiranjem nego kroz slobodno tržište.

@ f7a1599c:6f2484d5

In March 2020, Lucas was afraid.

The economy was grinding to a halt. Markets were in freefall. In a sweeping response, the Federal Reserve launched an unprecedented intervention—buying everything from Treasury bonds and mortgages to corporate debt, expanding the money supply by $4 trillion. At the same time, the U.S. government issued over $800 billion in stimulus checks to households across the country.

These extraordinary measures may have averted a wave of business failures and bank runs—but they came at a cost: currency debasement and rising inflation. Alarmed by the scale of central bank intervention and its consequences for savers, Lucas decided to act.

In a state of mild panic, he withdrew $15,000 from his bank account and bought ten gold coins. Then he took another $10,000 and bought two bitcoins. If the dollar system failed, Lucas wanted something with intrinsic value he could use.

He mentioned his plan to his friend Daniel, who laughed.

“Why don’t you stock up on guns and cigarettes while you’re at it?” Daniel quipped. “The Fed is doing what it has to—stabilizing the economy in a crisis. Sure, $4 trillion is a lot of money, but it's backed by the most productive economy on Earth. Don’t panic. The world’s not ending.”

To prove his point, Daniel put $25,000 into the S&P 500—right at the pandemic bottom.

And he was right. Literally.

By Spring 2025, the stock market was near all-time highs. The world hadn’t ended. The U.S. economy kept moving, more or less as usual. Daniel’s investment had nearly tripled—his $25,000 had grown to $65,000.

But oddly enough, Lucas’ seemingly panicked reaction had been both prudent and profitable.

His gold coins had climbed from $1,500 to $3,300 apiece—a 120% gain. Bitcoin had soared from $5,000 to $90,000, making his two coins worth $180,000. Altogether, Lucas’s $25,000 allocation had grown to $213,000—a nearly 10x return. And his goal wasn’t even profit. It was safety.

With that kind of fortune, you’d expect Lucas to feel confident, even serene. He had more than enough to preserve his purchasing power, even in the face of years of inflation.

But in the spring of 2025, Lucas felt anything but calm.

He was uneasy—gripped by a sense that the 2020 crisis hadn’t been a conclusion, but a prelude.

In his mind, 2020 was just the latest chapter in a troubling sequence: the Asian financial crisis in 1998, the global financial crisis in 2008, the pandemic shock of 2020. Each crisis had been more sudden, more sweeping, and more dependent on emergency measures than the last.

And Lucas couldn’t shake the feeling that the next act—whenever it came—would be more disruptive, more severe, and far more damaging.

@ 21810ca8:f2e8341e

If so, please comment. So I can see if Nostr works for me.

@ d61f3bc5:0da6ef4a

I remember the first gathering of Nostr devs two years ago in Costa Rica. We were all psyched because Nostr appeared to solve the problem of self-sovereign online identity and decentralized publishing. The protocol seemed well-suited for textual content, but it wasn't really designed to handle binary files, like images or video.

The Problem

When I publish a note that contains an image link, the note itself is resilient thanks to Nostr, but if the hosting service disappears or takes my image down, my note will be broken forever. We need a way to publish binary data without relying on a single hosting provider.

We were discussing how there really was no reliable solution to this problem even outside of Nostr. Peer-to-peer attempts like IPFS simply didn't work; they were hopelessly slow and unreliable in practice. Torrents worked for popular files like movies, but couldn't be relied on for general file hosting.

Awesome Blossom

A year later, I attended the Sovereign Engineering demo day in Madeira, organized by Pablo and Gigi. Many projects were presented over a three hour demo session that day, but one really stood out for me.

Introduced by hzrd149 and Stu Bowman, Blossom blew my mind because it showed how we can solve complex problems easily by simply relying on the fact that Nostr exists. Having an open user directory, with the corresponding social graph and web of trust is an incredible building block.

Since we can easily look up any user on Nostr and read their profile metadata, we can just get them to simply tell us where their files are stored. This, combined with hash-based addressing (borrowed from IPFS), is all we need to solve our problem.

How Blossom Works

The Blossom protocol (Blobs Stored Simply on Mediaservers) is formally defined in a series of BUDs (Blossom Upgrade Documents). Yes, Blossom is the most well-branded protocol in the history of protocols. Feel free to refer to the spec for details, but I will provide a high level explanation here.

The main idea behind Blossom can be summarized in three points:

1. Users specify which media server(s) they use via their public Blossom settings published on Nostr;
2. All files are uniquely addressable via hashes;
3. If an app fails to load a file from the original URL, it simply goes to get it from the server(s) specified in the user's Blossom settings.

Just like Nostr itself, the Blossom protocol is dead-simple and it works!

Let's use this image as an example:

If you look at the URL for this image, you will notice that it looks like this:

blossom.primal.net/c1aa63f983a44185d039092912bfb7f33adcf63ed3cae371ebe6905da5f688d0.jpg

All Blossom URLs follow this format:

[server]/[file-hash].[extension]

The file hash is important because it uniquely identifies the file in question. Apps can use it to verify that the file they received is exactly the file they requested. It also gives us the ability to reliably get the same file from a different server.

Nostr users declare which media server(s) they use by publishing their Blossom settings. If I store my files on Server A, and they get removed, I can simply upload them to Server B, update my public Blossom settings, and all Blossom-capable apps will be able to find them at the new location. All my existing notes will continue to display media content without any issues.

Blossom Mirroring

Let's face it, re-uploading files to another server after they got removed from the original server is not the best user experience. Most people wouldn't have the backups of all the files, and/or the desire to do this work.

This is where Blossom's mirroring feature comes handy. In addition to the primary media server, a Blossom user can set one one or more mirror servers. Under this setup, every time a file is uploaded to the primary server the Nostr app issues a mirror request to the primary server, directing it to copy the file to all the specified mirrors. This way there is always a copy of all content on multiple servers and in case the primary becomes unavailable, Blossom-capable apps will automatically start loading from the mirror.

Mirrors are really easy to setup (you can do it in two clicks in Primal) and this arrangement ensures robust media handling without any central points of failure. Note that you can use professional media hosting services side by side with self-hosted backup servers that anyone can run at home.

Using Blossom Within Primal

Blossom is natively integrated into the entire Primal stack and enabled by default. If you are using Primal 2.2 or later, you don't need to do anything to enable Blossom, all your media uploads are blossoming already.

To enhance user privacy, all Primal apps use the "/media" endpoint per BUD-05, which strips all metadata from uploaded files before they are saved and optionally mirrored to other Blossom servers, per user settings. You can use any Blossom server as your primary media server in Primal, as well as setup any number of mirrors:

## Conclusion

For such a simple protocol, Blossom gives us three major benefits:

1. Verifiable authenticity. All Nostr notes are always signed by the note author. With Blossom, the signed note includes a unique hash for each referenced media file, making it impossible to falsify.
2. File hosting redundancy. Having multiple live copies of referenced media files (via Blossom mirroring) greatly increases the resiliency of media content published on Nostr.
3. Censorship resistance. Blossom enables us to seamlessly switch media hosting providers in case of censorship.

Thanks for reading; and enjoy! 🌸

@ e6817453:b0ac3c39

The Rise of Graph RAGs and the Quest for Data Quality

As we enter a new year, it’s impossible to ignore the boom of retrieval-augmented generation (RAG) systems, particularly those leveraging graph-based approaches. The previous year saw a surge in advancements and discussions about Graph RAGs, driven by their potential to enhance large language models (LLMs), reduce hallucinations, and deliver more reliable outputs. Let’s dive into the trends, challenges, and strategies for making the most of Graph RAGs in artificial intelligence.

Booming Interest in Graph RAGs

Graph RAGs have dominated the conversation in AI circles. With new research papers and innovations emerging weekly, it’s clear that this approach is reshaping the landscape. These systems, especially those developed by tech giants like Microsoft, demonstrate how graphs can:

• Enhance LLM Outputs: By grounding responses in structured knowledge, graphs significantly reduce hallucinations.
• Support Complex Queries: Graphs excel at managing linked and connected data, making them ideal for intricate problem-solving.

Conferences on linked and connected data have increasingly focused on Graph RAGs, underscoring their central role in modern AI systems. However, the excitement around this technology has brought critical questions to the forefront: How do we ensure the quality of the graphs we’re building, and are they genuinely aligned with our needs?

Data Quality: The Foundation of Effective Graphs

A high-quality graph is the backbone of any successful RAG system. Constructing these graphs from unstructured data requires attention to detail and rigorous processes. Here’s why:

• Richness of Entities: Effective retrieval depends on graphs populated with rich, detailed entities.
• Freedom from Hallucinations: Poorly constructed graphs amplify inaccuracies rather than mitigating them.

Without robust data quality, even the most sophisticated Graph RAGs become ineffective. As a result, the focus must shift to refining the graph construction process. Improving data strategy and ensuring meticulous data preparation is essential to unlock the full potential of Graph RAGs.

Hybrid Graph RAGs and Variations

While standard Graph RAGs are already transformative, hybrid models offer additional flexibility and power. Hybrid RAGs combine structured graph data with other retrieval mechanisms, creating systems that:

• Handle diverse data sources with ease.
• Offer improved adaptability to complex queries.

Exploring these variations can open new avenues for AI systems, particularly in domains requiring structured and unstructured data processing.

Ontology: The Key to Graph Construction Quality

Ontology — defining how concepts relate within a knowledge domain — is critical for building effective graphs. While this might sound abstract, it’s a well-established field blending philosophy, engineering, and art. Ontology engineering provides the framework for:

• Defining Relationships: Clarifying how concepts connect within a domain.
• Validating Graph Structures: Ensuring constructed graphs are logically sound and align with domain-specific realities.

Traditionally, ontologists — experts in this discipline — have been integral to large enterprises and research teams. However, not every team has access to dedicated ontologists, leading to a significant challenge: How can teams without such expertise ensure the quality of their graphs?

How to Build Ontology Expertise in a Startup Team

For startups and smaller teams, developing ontology expertise may seem daunting, but it is achievable with the right approach:

1. Assign a Knowledge Champion: Identify a team member with a strong analytical mindset and give them time and resources to learn ontology engineering.
2. Provide Training: Invest in courses, workshops, or certifications in knowledge graph and ontology creation.
3. Leverage Partnerships: Collaborate with academic institutions, domain experts, or consultants to build initial frameworks.
4. Utilize Tools: Introduce ontology development tools like Protégé, OWL, or SHACL to simplify the creation and validation process.
5. Iterate with Feedback: Continuously refine ontologies through collaboration with domain experts and iterative testing.

So, it is not always affordable for a startup to have a dedicated oncologist or knowledge engineer in a team, but you could involve consulters or build barefoot experts.

You could read about barefoot experts in my article :

Even startups can achieve robust and domain-specific ontology frameworks by fostering in-house expertise.

How to Find or Create Ontologies

For teams venturing into Graph RAGs, several strategies can help address the ontology gap:

1. Leverage Existing Ontologies: Many industries and domains already have open ontologies. For instance:

2. Public Knowledge Graphs: Resources like Wikipedia’s graph offer a wealth of structured knowledge.

3. Industry Standards: Enterprises such as Siemens have invested in creating and sharing ontologies specific to their fields.

4. Business Framework Ontology (BFO): A valuable resource for enterprises looking to define business processes and structures.

5. Build In-House Expertise: If budgets allow, consider hiring knowledge engineers or providing team members with the resources and time to develop expertise in ontology creation.

6. Utilize LLMs for Ontology Construction: Interestingly, LLMs themselves can act as a starting point for ontology development:

7. Prompt-Based Extraction: LLMs can generate draft ontologies by leveraging their extensive training on graph data.

8. Domain Expert Refinement: Combine LLM-generated structures with insights from domain experts to create tailored ontologies.

Parallel Ontology and Graph Extraction

An emerging approach involves extracting ontologies and graphs in parallel. While this can streamline the process, it presents challenges such as:

• Detecting Hallucinations: Differentiating between genuine insights and AI-generated inaccuracies.
• Ensuring Completeness: Ensuring no critical concepts are overlooked during extraction.

Teams must carefully validate outputs to ensure reliability and accuracy when employing this parallel method.

LLMs as Ontologists

While traditionally dependent on human expertise, ontology creation is increasingly supported by LLMs. These models, trained on vast amounts of data, possess inherent knowledge of many open ontologies and taxonomies. Teams can use LLMs to:

• Generate Skeleton Ontologies: Prompt LLMs with domain-specific information to draft initial ontology structures.
• Validate and Refine Ontologies: Collaborate with domain experts to refine these drafts, ensuring accuracy and relevance.

However, for validation and graph construction, formal tools such as OWL, SHACL, and RDF should be prioritized over LLMs to minimize hallucinations and ensure robust outcomes.

Final Thoughts: Unlocking the Power of Graph RAGs

The rise of Graph RAGs underscores a simple but crucial correlation: improving graph construction and data quality directly enhances retrieval systems. To truly harness this power, teams must invest in understanding ontologies, building quality graphs, and leveraging both human expertise and advanced AI tools.

As we move forward, the interplay between Graph RAGs and ontology engineering will continue to shape the future of AI. Whether through adopting existing frameworks or exploring innovative uses of LLMs, the path to success lies in a deep commitment to data quality and domain understanding.

Have you explored these technologies in your work? Share your experiences and insights — and stay tuned for more discussions on ontology extraction and its role in AI advancements. Cheers to a year of innovation!

@ 21335073:a244b1ad

Please respect Virginia Giuffre’s memory by refraining from asking about the circumstances or theories surrounding her passing.

Since Virginia Giuffre’s death, I’ve reflected on what she would want me to say or do. This piece is my attempt to honor her legacy.

When I first spoke with Virginia, I was struck by her unshakable hope. I had grown cynical after years in the anti-human trafficking movement, worn down by a broken system and a government that often seemed complicit. But Virginia’s passion, creativity, and belief that survivors could be heard reignited something in me. She reminded me of my younger, more hopeful self. Instead of warning her about the challenges ahead, I let her dream big, unburdened by my own disillusionment. That conversation changed me for the better, and following her lead led to meaningful progress.

Virginia was one of the bravest people I’ve ever known. As a survivor of Epstein, Maxwell, and their co-conspirators, she risked everything to speak out, taking on some of the world’s most powerful figures.

She loved when I said, “Epstein isn’t the only Epstein.” This wasn’t just about one man—it was a call to hold all abusers accountable and to ensure survivors find hope and healing.

The Epstein case often gets reduced to sensational details about the elite, but that misses the bigger picture. Yes, we should be holding all of the co-conspirators accountable, we must listen to the survivors’ stories. Their experiences reveal how predators exploit vulnerabilities, offering lessons to prevent future victims.

You’re not powerless in this fight. Educate yourself about trafficking and abuse—online and offline—and take steps to protect those around you. Supporting survivors starts with small, meaningful actions. Free online resources can guide you in being a safe, supportive presence.

When high-profile accusations arise, resist snap judgments. Instead of dismissing survivors as “crazy,” pause to consider the trauma they may be navigating. Speaking out or coping with abuse is never easy. You don’t have to believe every claim, but you can refrain from attacking accusers online.

Society also fails at providing aftercare for survivors. The government, often part of the problem, won’t solve this. It’s up to us. Prevention is critical, but when abuse occurs, step up for your loved ones and community. Protect the vulnerable. it’s a challenging but a rewarding journey.

If you’re contributing to Nostr, you’re helping build a censorship resistant platform where survivors can share their stories freely, no matter how powerful their abusers are. Their voices can endure here, offering strength and hope to others. This gives me great hope for the future.

Virginia Giuffre’s courage was a gift to the world. It was an honor to know and serve her. She will be deeply missed. My hope is that her story inspires others to take on the powerful.

@ a4a6b584:1e05b95b

The Four-Layer Framework

Layer 1: Zoom Out

Start by looking at the big picture. What’s the subject about, and why does it matter? Focus on the overarching ideas and how they fit together. Think of this as the 30,000-foot view—it’s about understanding the "why" and "how" before diving into the "what."

Example: If you’re learning programming, start by understanding that it’s about giving logical instructions to computers to solve problems.

• Tip: Keep it simple. Summarize the subject in one or two sentences and avoid getting bogged down in specifics at this stage.

Once you have the big picture in mind, it’s time to start breaking it down.

---

Layer 2: Categorize and Connect

Now it’s time to break the subject into categories—like creating branches on a tree. This helps your brain organize information logically and see connections between ideas.

Example: Studying biology? Group concepts into categories like cells, genetics, and ecosystems.

• Tip: Use headings or labels to group similar ideas. Jot these down in a list or simple diagram to keep track.

With your categories in place, you’re ready to dive into the details that bring them to life.

---

Layer 3: Master the Details

Once you’ve mapped out the main categories, you’re ready to dive deeper. This is where you learn the nuts and bolts—like formulas, specific techniques, or key terminology. These details make the subject practical and actionable.

Example: In programming, this might mean learning the syntax for loops, conditionals, or functions in your chosen language.

• Tip: Focus on details that clarify the categories from Layer 2. Skip anything that doesn’t add to your understanding.

Now that you’ve mastered the essentials, you can expand your knowledge to include extra material.

---

Layer 4: Expand Your Horizons

Finally, move on to the extra material—less critical facts, trivia, or edge cases. While these aren’t essential to mastering the subject, they can be useful in specialized discussions or exams.

Example: Learn about rare programming quirks or historical trivia about a language’s development.

• Tip: Spend minimal time here unless it’s necessary for your goals. It’s okay to skim if you’re short on time.

---

Pro Tips for Better Learning

1. Use Active Recall and Spaced Repetition

Test yourself without looking at notes. Review what you’ve learned at increasing intervals—like after a day, a week, and a month. This strengthens memory by forcing your brain to actively retrieve information.

2. Map It Out

Create visual aids like diagrams or concept maps to clarify relationships between ideas. These are particularly helpful for organizing categories in Layer 2.

3. Teach What You Learn

Explain the subject to someone else as if they’re hearing it for the first time. Teaching exposes any gaps in your understanding and helps reinforce the material.

4. Engage with LLMs and Discuss Concepts

Take advantage of tools like ChatGPT or similar large language models to explore your topic in greater depth. Use these tools to:
- Ask specific questions to clarify confusing points.
- Engage in discussions to simulate real-world applications of the subject.
- Generate examples or analogies that deepen your understanding.

Tip: Use LLMs as a study partner, but don’t rely solely on them. Combine these insights with your own critical thinking to develop a well-rounded perspective.

---

Get Started

Ready to try the Four-Layer Method? Take 15 minutes today to map out the big picture of a topic you’re curious about—what’s it all about, and why does it matter? By building your understanding step by step, you’ll master the subject with less stress and more confidence.

@ 15cf81d4:b328e146

Losing access to your cryptocurrency can feel like losing a part of your future. Whether it’s due to a forgotten password, a damaged seed backup, or a simple mistake in a transfer, the stress can be overwhelming. Fortunately, cryptrecver.com is here to assist! With our expert-led recovery services, you can safely and swiftly reclaim your lost Bitcoin and other cryptocurrencies.

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Our Recovery Services Include: 📈 Bitcoin Recovery: Lost access to your Bitcoin wallet? We help recover lost wallets, private keys, and passphrases. Transaction Recovery: Mistakes happen — whether it’s an incorrect wallet address or a lost password, let us manage the recovery. Cold Wallet Restoration: If your cold wallet is failing, we can safely extract your assets and migrate them into a secure new wallet. Private Key Generation: Lost your private key? Our experts can help you regain control using advanced methods while ensuring your privacy. ⚠️ What We Don’t Do While we can handle many scenarios, some limitations exist. For instance, we cannot recover funds stored in custodial wallets or cases where there is a complete loss of four or more seed words without partial information available. We are transparent about what’s possible, so you know what to expect

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Crypt Recver is your trusted partner in cryptocurrency recovery. Let us turn your challenges into victories. Don’t hesitate — your crypto future starts now! 🚀✨

Act fast and secure your digital assets with cryptrecver.com.Losing access to your cryptocurrency can feel like losing a part of your future. Whether it’s due to a forgotten password, a damaged seed backup, or a simple mistake in a transfer, the stress can be overwhelming. Fortunately, cryptrecver.com is here to assist! With our expert-led recovery services, you can safely and swiftly reclaim your lost Bitcoin and other cryptocurrencies.

# Why Trust Crypt Recver? 🤝

🛠️ Expert Recovery Solutions\ At Crypt Recver, we specialize in addressing complex wallet-related issues. Our skilled engineers have the tools and expertise to handle:

• Partially lost or forgotten seed phrases
• Extracting funds from outdated or invalid wallet addresses
• Recovering data from damaged hardware wallets
• Restoring coins from old or unsupported wallet formats

You’re not just getting a service; you’re gaining a partner in your cryptocurrency journey.

🚀 Fast and Efficient Recovery\ We understand that time is crucial in crypto recovery. Our optimized systems enable you to regain access to your funds quickly, focusing on speed without compromising security. With a success rate of over 90%, you can rely on us to act swiftly on your behalf.

🔒 Privacy is Our Priority\ Your confidentiality is essential. Every recovery session is conducted with the utmost care, ensuring all processes are encrypted and confidential. You can rest assured that your sensitive information remains private.

💻 Advanced Technology\ Our proprietary tools and brute-force optimization techniques maximize recovery efficiency. Regardless of how challenging your case may be, our technology is designed to give you the best chance at retrieving your crypto.

Our Recovery Services Include: 📈

• Bitcoin Recovery: Lost access to your Bitcoin wallet? We help recover lost wallets, private keys, and passphrases.
• Transaction Recovery: Mistakes happen — whether it’s an incorrect wallet address or a lost password, let us manage the recovery.
• Cold Wallet Restoration: If your cold wallet is failing, we can safely extract your assets and migrate them into a secure new wallet.
• Private Key Generation: Lost your private key? Our experts can help you regain control using advanced methods while ensuring your privacy.

⚠️ What We Don’t Do\ While we can handle many scenarios, some limitations exist. For instance, we cannot recover funds stored in custodial wallets or cases where there is a complete loss of four or more seed words without partial information available. We are transparent about what’s possible, so you know what to expect

# Don’t Let Lost Crypto Hold You Back!

Did you know that between 3 to 3.4 million BTC — nearly 20% of the total supply — are estimated to be permanently lost? Don’t become part of that statistic! Whether it’s due to a forgotten password, sending funds to the wrong address, or damaged drives, we can help you navigate these challenges

🛡️ Real-Time Dust Attack Protection\ Our services extend beyond recovery. We offer dust attack protection, keeping your activity anonymous and your funds secure, shielding your identity from unwanted tracking, ransomware, and phishing attempts.

🎉 Start Your Recovery Journey Today!\ Ready to reclaim your lost crypto? Don’t wait until it’s too late!\ 👉 cryptrecver.com

📞 Need Immediate Assistance? Connect with Us!\ For real-time support or questions, reach out to our dedicated team on:\ ✉️ Telegram: t.me/crypptrcver\ 💬 WhatsApp: +1(941)317–1821

Crypt Recver is your trusted partner in cryptocurrency recovery. Let us turn your challenges into victories. Don’t hesitate — your crypto future starts now! 🚀✨

Act fast and secure your digital assets with cryptrecver.com.

@ 4ba8e86d:89d32de4

Tutorial feito por nostr:nostr:npub1rc56x0ek0dd303eph523g3chm0wmrs5wdk6vs0ehd0m5fn8t7y4sqra3tk poste original abaixo:

Parte 1 : http://xh6liiypqffzwnu5734ucwps37tn2g6npthvugz3gdoqpikujju525yd.onion/263585/tutorial-debloat-de-celulares-android-via-adb-parte-1

Parte 2 : http://xh6liiypqffzwnu5734ucwps37tn2g6npthvugz3gdoqpikujju525yd.onion/index.php/263586/tutorial-debloat-de-celulares-android-via-adb-parte-2

Quando o assunto é privacidade em celulares, uma das medidas comumente mencionadas é a remoção de bloatwares do dispositivo, também chamado de debloat. O meio mais eficiente para isso sem dúvidas é a troca de sistema operacional. Custom Rom’s como LineageOS, GrapheneOS, Iodé, CalyxOS, etc, já são bastante enxutos nesse quesito, principalmente quanto não é instalado os G-Apps com o sistema. No entanto, essa prática pode acabar resultando em problemas indesejados como a perca de funções do dispositivo, e até mesmo incompatibilidade com apps bancários, tornando este método mais atrativo para quem possui mais de um dispositivo e separando um apenas para privacidade.   Pensando nisso, pessoas que possuem apenas um único dispositivo móvel, que são necessitadas desses apps ou funções, mas, ao mesmo tempo, tem essa visão em prol da privacidade, buscam por um meio-termo entre manter a Stock rom, e não ter seus dados coletados por esses bloatwares. Felizmente, a remoção de bloatwares é possível e pode ser realizada via root, ou mais da maneira que este artigo irá tratar, via adb.

O que são bloatwares?

Bloatware é a junção das palavras bloat (inchar) + software (programa), ou seja, um bloatware é basicamente um programa inútil ou facilmente substituível — colocado em seu dispositivo previamente pela fabricante e operadora — que está no seu dispositivo apenas ocupando espaço de armazenamento, consumindo memória RAM e pior, coletando seus dados e enviando para servidores externos, além de serem mais pontos de vulnerabilidades.

O que é o adb?

O Android Debug Brigde, ou apenas adb, é uma ferramenta que se utiliza das permissões de usuário shell e permite o envio de comandos vindo de um computador para um dispositivo Android exigindo apenas que a depuração USB esteja ativa, mas também pode ser usada diretamente no celular a partir do Android 11, com o uso do Termux e a depuração sem fio (ou depuração wifi). A ferramenta funciona normalmente em dispositivos sem root, e também funciona caso o celular esteja em Recovery Mode.

Requisitos:

Para computadores:

• Depuração USB ativa no celular; • Computador com adb; • Cabo USB;

Para celulares:

• Depuração sem fio (ou depuração wifi) ativa no celular; • Termux; • Android 11 ou superior;

Para ambos:

• Firewall NetGuard instalado e configurado no celular; • Lista de bloatwares para seu dispositivo;

Ativação de depuração:

Para ativar a Depuração USB em seu dispositivo, pesquise como ativar as opções de desenvolvedor de seu dispositivo, e lá ative a depuração. No caso da depuração sem fio, sua ativação irá ser necessária apenas no momento que for conectar o dispositivo ao Termux.

Instalação e configuração do NetGuard

O NetGuard pode ser instalado através da própria Google Play Store, mas de preferência instale pela F-Droid ou Github para evitar telemetria.

F-Droid: https://f-droid.org/packages/eu.faircode.netguard/

Github: https://github.com/M66B/NetGuard/releases

Após instalado, configure da seguinte maneira:

Configurações → padrões (lista branca/negra) → ative as 3 primeiras opções (bloquear wifi, bloquear dados móveis e aplicar regras ‘quando tela estiver ligada’);

Configurações → opções avançadas → ative as duas primeiras (administrar aplicativos do sistema e registrar acesso a internet);

Com isso, todos os apps estarão sendo bloqueados de acessar a internet, seja por wifi ou dados móveis, e na página principal do app basta permitir o acesso a rede para os apps que você vai usar (se necessário). Permita que o app rode em segundo plano sem restrição da otimização de bateria, assim quando o celular ligar, ele já estará ativo.

Lista de bloatwares

Nem todos os bloatwares são genéricos, haverá bloatwares diferentes conforme a marca, modelo, versão do Android, e até mesmo região.

Para obter uma lista de bloatwares de seu dispositivo, caso seu aparelho já possua um tempo de existência, você encontrará listas prontas facilmente apenas pesquisando por elas. Supondo que temos um Samsung Galaxy Note 10 Plus em mãos, basta pesquisar em seu motor de busca por:

Samsung Galaxy Note 10 Plus bloatware list

Provavelmente essas listas já terão inclusas todos os bloatwares das mais diversas regiões, lhe poupando o trabalho de buscar por alguma lista mais específica.

Caso seu aparelho seja muito recente, e/ou não encontre uma lista pronta de bloatwares, devo dizer que você acaba de pegar em merda, pois é chato para um caralho pesquisar por cada aplicação para saber sua função, se é essencial para o sistema ou se é facilmente substituível.

De antemão já aviso, que mais para frente, caso vossa gostosura remova um desses aplicativos que era essencial para o sistema sem saber, vai acabar resultando na perda de alguma função importante, ou pior, ao reiniciar o aparelho o sistema pode estar quebrado, lhe obrigando a seguir com uma formatação, e repetir todo o processo novamente.

Download do adb em computadores

Para usar a ferramenta do adb em computadores, basta baixar o pacote chamado SDK platform-tools, disponível através deste link: https://developer.android.com/tools/releases/platform-tools. Por ele, você consegue o download para Windows, Mac e Linux.

Uma vez baixado, basta extrair o arquivo zipado, contendo dentro dele uma pasta chamada platform-tools que basta ser aberta no terminal para se usar o adb.

Download do adb em celulares com Termux.

Para usar a ferramenta do adb diretamente no celular, antes temos que baixar o app Termux, que é um emulador de terminal linux, e já possui o adb em seu repositório. Você encontra o app na Google Play Store, mas novamente recomendo baixar pela F-Droid ou diretamente no Github do projeto.

F-Droid: https://f-droid.org/en/packages/com.termux/

Github: https://github.com/termux/termux-app/releases

Processo de debloat

Antes de iniciarmos, é importante deixar claro que não é para você sair removendo todos os bloatwares de cara sem mais nem menos, afinal alguns deles precisam antes ser substituídos, podem ser essenciais para você para alguma atividade ou função, ou até mesmo são insubstituíveis.

Alguns exemplos de bloatwares que a substituição é necessária antes da remoção, é o Launcher, afinal, é a interface gráfica do sistema, e o teclado, que sem ele só é possível digitar com teclado externo. O Launcher e teclado podem ser substituídos por quaisquer outros, minha recomendação pessoal é por aqueles que respeitam sua privacidade, como Pie Launcher e Simple Laucher, enquanto o teclado pelo OpenBoard e FlorisBoard, todos open-source e disponíveis da F-Droid.

Identifique entre a lista de bloatwares, quais você gosta, precisa ou prefere não substituir, de maneira alguma você é obrigado a remover todos os bloatwares possíveis, modifique seu sistema a seu bel-prazer. O NetGuard lista todos os apps do celular com o nome do pacote, com isso você pode filtrar bem qual deles não remover.

Um exemplo claro de bloatware insubstituível e, portanto, não pode ser removido, é o com.android.mtp, um protocolo onde sua função é auxiliar a comunicação do dispositivo com um computador via USB, mas por algum motivo, tem acesso a rede e se comunica frequentemente com servidores externos. Para esses casos, e melhor solução mesmo é bloquear o acesso a rede desses bloatwares com o NetGuard.

MTP tentando comunicação com servidores externos:

Executando o adb shell

No computador

Faça backup de todos os seus arquivos importantes para algum armazenamento externo, e formate seu celular com o hard reset. Após a formatação, e a ativação da depuração USB, conecte seu aparelho e o pc com o auxílio de um cabo USB. Muito provavelmente seu dispositivo irá apenas começar a carregar, por isso permita a transferência de dados, para que o computador consiga se comunicar normalmente com o celular.

Já no pc, abra a pasta platform-tools dentro do terminal, e execute o seguinte comando:

./adb start-server

O resultado deve ser:

daemon not running; starting now at tcp:5037 daemon started successfully

E caso não apareça nada, execute:

./adb kill-server

E inicie novamente.

Com o adb conectado ao celular, execute:

./adb shell

Para poder executar comandos diretamente para o dispositivo. No meu caso, meu celular é um Redmi Note 8 Pro, codinome Begonia.

Logo o resultado deve ser:

begonia:/ $

Caso ocorra algum erro do tipo:

adb: device unauthorized. This adb server’s $ADB_VENDOR_KEYS is not set Try ‘adb kill-server’ if that seems wrong. Otherwise check for a confirmation dialog on your device.

Verifique no celular se apareceu alguma confirmação para autorizar a depuração USB, caso sim, autorize e tente novamente. Caso não apareça nada, execute o kill-server e repita o processo.

No celular

Após realizar o mesmo processo de backup e hard reset citado anteriormente, instale o Termux e, com ele iniciado, execute o comando:

pkg install android-tools

Quando surgir a mensagem “Do you want to continue? [Y/n]”, basta dar enter novamente que já aceita e finaliza a instalação

Agora, vá até as opções de desenvolvedor, e ative a depuração sem fio. Dentro das opções da depuração sem fio, terá uma opção de emparelhamento do dispositivo com um código, que irá informar para você um código em emparelhamento, com um endereço IP e porta, que será usado para a conexão com o Termux.

Para facilitar o processo, recomendo que abra tanto as configurações quanto o Termux ao mesmo tempo, e divida a tela com os dois app’s, como da maneira a seguir:

Para parear o Termux com o dispositivo, não é necessário digitar o ip informado, basta trocar por “localhost”, já a porta e o código de emparelhamento, deve ser digitado exatamente como informado. Execute:

adb pair localhost:porta CódigoDeEmparelhamento

De acordo com a imagem mostrada anteriormente, o comando ficaria “adb pair localhost:41255 757495”.

Com o dispositivo emparelhado com o Termux, agora basta conectar para conseguir executar os comandos, para isso execute:

adb connect localhost:porta

Obs: a porta que você deve informar neste comando não é a mesma informada com o código de emparelhamento, e sim a informada na tela principal da depuração sem fio.

Pronto! Termux e adb conectado com sucesso ao dispositivo, agora basta executar normalmente o adb shell:

adb shell

Remoção na prática Com o adb shell executado, você está pronto para remover os bloatwares. No meu caso, irei mostrar apenas a remoção de um app (Google Maps), já que o comando é o mesmo para qualquer outro, mudando apenas o nome do pacote.

Dentro do NetGuard, verificando as informações do Google Maps:

Podemos ver que mesmo fora de uso, e com a localização do dispositivo desativado, o app está tentando loucamente se comunicar com servidores externos, e informar sabe-se lá que peste. Mas sem novidades até aqui, o mais importante é que podemos ver que o nome do pacote do Google Maps é com.google.android.apps.maps, e para o remover do celular, basta executar:

pm uninstall –user 0 com.google.android.apps.maps

E pronto, bloatware removido! Agora basta repetir o processo para o resto dos bloatwares, trocando apenas o nome do pacote.

Para acelerar o processo, você pode já criar uma lista do bloco de notas com os comandos, e quando colar no terminal, irá executar um atrás do outro.

Exemplo de lista:

Caso a donzela tenha removido alguma coisa sem querer, também é possível recuperar o pacote com o comando:

cmd package install-existing nome.do.pacote

Pós-debloat

Após limpar o máximo possível o seu sistema, reinicie o aparelho, caso entre no como recovery e não seja possível dar reboot, significa que você removeu algum app “essencial” para o sistema, e terá que formatar o aparelho e repetir toda a remoção novamente, desta vez removendo poucos bloatwares de uma vez, e reiniciando o aparelho até descobrir qual deles não pode ser removido. Sim, dá trabalho… quem mandou querer privacidade?

Caso o aparelho reinicie normalmente após a remoção, parabéns, agora basta usar seu celular como bem entender! Mantenha o NetGuard sempre executando e os bloatwares que não foram possíveis remover não irão se comunicar com servidores externos, passe a usar apps open source da F-Droid e instale outros apps através da Aurora Store ao invés da Google Play Store.

Referências: Caso você seja um Australopithecus e tenha achado este guia difícil, eis uma videoaula (3:14:40) do Anderson do canal Ciberdef, realizando todo o processo: http://odysee.com/@zai:5/Como-remover-at%C3%A9-200-APLICATIVOS-que-colocam-a-sua-PRIVACIDADE-E-SEGURAN%C3%87A-em-risco.:4?lid=6d50f40314eee7e2f218536d9e5d300290931d23

Pdf’s do Anderson citados na videoaula: créditos ao anon6837264 http://eternalcbrzpicytj4zyguygpmkjlkddxob7tptlr25cdipe5svyqoqd.onion/file/3863a834d29285d397b73a4af6fb1bbe67c888d72d30/t-05e63192d02ffd.pdf

Processo de instalação do Termux e adb no celular: https://youtu.be/APolZrPHSms

@ eb0157af:77ab6c55

Michigan lawmakers are unveiling a comprehensive strategy to regulate Bitcoin and cryptocurrencies.

On May 21, Republican Representative Bill Schuette introduced House Bill 4510, a proposal to amend the Michigan Public Employee Retirement System Investment Act. The legislation would allow the state treasurer, currently Rachael Eubanks, to diversify the state’s investments by including cryptocurrencies with an average market capitalization of over $250 million in the past calendar year.

Under current criteria, Bitcoin (BTC) and Ether (ETH) are the only cryptocurrencies that meet these selection standards. The proposal specifies that any investment in digital assets must be made through exchange-traded products (spot ETFs) issued by registered investment companies.

Anti-CBDC legislation

Republican Representative Bryan Posthumus is leading the bipartisan initiative behind the second bill, HB 4511, which establishes protections for cryptocurrency holders. The proposal prohibits Michigan from implementing crypto bans or imposing licensing requirements on digital asset holders.

Another key aspect of the legislation is a ban on state officials from supporting or promoting a potential federal central bank digital currency (CBDC). The definition includes the issuance of memorandums or official statements endorsing CBDC proposals related to testing, adoption, or implementation.

Mining and redevelopment of abandoned sites

The third bill, HB 4512, is a proposal led by Democratic Representative Mike McFall for a bipartisan group. This initiative would establish a Bitcoin mining program allowing operators to use abandoned oil and natural gas sites.

The program calls for the appointment of a supervisor tasked with assessing the site’s remaining productive potential, identifying the last operator, and determining the length of abandonment. Prospective participants would need to submit detailed legal documentation of their organizational structure, demonstrate operational expertise in mining, and provide profitability breakeven estimates for their ventures.

The fourth and final bill, HB 4513, also introduced by the bipartisan group led by McFall, focuses on the fiscal aspect of the HB 4512 initiative. The proposal would amend Michigan’s income tax laws to include proceeds generated from the proposed Bitcoin mining program.

The post Michigan: four bills on pension funds, CBDCs, and mining appeared first on Atlas21.

@ bf47c19e:c3d2573b

Originalni tekst na bitcoin-balkan.com.

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Pregled sadržaja

1. Odakle Potiče Bitcoin?
2. Koje Probleme Rešava Bitcoin?
3. Kako se Bitcoin razvijao u poslednjoj deceniji?

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Bitcoin je peer to peer elektronski keš, novi oblik digitalnog novca koji se može prenositi između ljudi ili računara, bez potrebe za učestvovanjem pouzdanog posrednika (kao što je banka) i čije izdavanje nije pod kontrolom nijedne stranke.

Zamislite papirni dolar ili metalni novčić. Kad taj novac date drugoj osobi, ona ne mora da zna ko ste vi.

On samo treba da veruju da novac koji dobiju od vas nije falsifikat. Obično, proveravanje falsifikata „fizičkog“ novca, ljudi rade koristeći samo oči i prste ili koristeći specijalnu opremu za testiranje ukoliko se radi o značajnijoj sumi novca.

Većina plaćanja u našem digitalnom društvu vrši se putem Interneta korišćenjem neke posredničke usluge: kompanije za izdavanje kreditnih kartica poput Visa, snabdevača digitalnih plaćanja kao što je PayPal ili Apple Pay ili mrežne platforme poput WeChat u Kini.

Kretanje ka digitalnom plaćanju sa sobom donosi oslanjanje na nekog centralnog aktera koji mora odobriti i verifikovati svaku uplatu.

Priroda novca se promenila od fizičkog predmeta koji možete da nosite, prenesete i autentifikujete do digitalnih bitova koje mora da čuva i verifikuje treća strana koja kontroliše njihov prenos.

Odricanjem od gotovine u korist „udobnih“ digitalnih plaćanja, mi takođe stvaramo sistem u kome dajemo ogromna ovlašćenja onima koji bi poželeli da nas tlače.

Platforme za digitalno plaćanje postale su osnova distopijskih autoritarnih metoda kontrole, poput onih koje kineska vlada koristi za nadgledanje disidenata i sprečava građane, čije ponašanje im se ne svidja, da kupuju robu i plaćaju usluge.

Bitcoin nudi alternativu centralno kontrolisanom digitalnom novcu sa sistemom koji nam vraća prirodu korišćenja keša – čovek čoveku, ali u digitalnom obliku.

Bitcoin je digitalno sredstvo koje se izdaje i prenosi preko mreže međusobno povezanih računara, od koji svaki od njih samostalno potvrđuje da svi ostali igraju po pravilima.

Bitcoin Mreža

Odakle Potiče Bitcoin?

Bitcoin je izumela osoba ili grupa poznata pod pseudonimom Satoshi Nakamoto, oko 2008. godine.

Niko ne zna Satoshijev identitet, a koliko znamo, oni su nestali i o njima se godinama ništa nije čulo.

11.februara 2009. godine, Satoshi je pisao o ranoj verziji Bitcoin-a na mrežnom forumu za cypher­punkere, ljude koji rade na tehnologiji kriptografije i koji su zabrinuti za privatnost i slobodu pojedinca.

Iako ovo nije prvo zvanično objavljivanje Bitcoin-a, sadrži dobar rezime Satoshi-jevih motiva.

Razvio sam novi P2P sistem e-keša otvorenog koda pod nazivom Bitcoin. Potpuno je decentralizovan, bez centralnog servera ili pouzdanih stranki, jer se sve zasniva na kripto dokazima umesto na poverenju. […]

Osnovni problem konvencionalne valute je potpuno poverenje koje je potrebno za njeno funkcionisanje. Centralnoj banci se mora verovati da neće devalvirati valutu, ali istorija tradicionalnih valuta je puna primera kršenja tog poverenja. Bankama se mora verovati da drže naš novac i prenose ga elektronskim putem, ali one ga daju u talasima kreditnih balona sa delićem rezerve. Moramo im verovati sa našom privatnošću, verovati im da neće dozvoliti da kradljivci identiteta pokradu naše račune. Njihovi ogromni režijski troškovi onemogućavaju mikro plaćanja.

Generaciju ranije, višekorisnički time-sharing računarski sistemi imali su sličan problem. Pre pojave jake enkripcije, korisnici su morali da imaju pouzdanje u zaštitu lozinkom kako bi zaštitili svoje fajlove […]

Tada je jaka enkripcija postala dostupna širokim masama i više nije bilo potrebno poverenje. Podaci bi se mogli osigurati na način koji je fizički bio nemoguć za pristup drugima, bez obzira iz kog razloga, bez obzira koliko je dobar izgovor, bez obzira na sve.

Vreme je da imamo istu stvar za novac. Uz e-valutu zasnovanu na kriptografskom dokazu, bez potrebe da verujete posredniku treće strane, novac može biti siguran i transakcije mogu biti izvršene bez napora. […]

Rešenje Bitcoin-a je korišćenje peer-to-peer mreže za proveru dvostruke potrošnje. Ukratko, mreža radi poput distribuiranog servera vremenskih žigova, obeležavajući prvu transakciju koja je potrošila novčić. Potrebna je prednost prirode informacije koju je lako širiti, ali je teško ugušiti. Za detalje o tome kako to funkcioniše, pogledajte članak o dizajnu na bitcoin.org

Satoshi Nakamoto

Koje Probleme Rešava Bitcoin?

Razdvojimo neke od Satoshi-jevih postova kako bismo uvideli razloge njegove motivacije.

„Razvio sam novi P2P sistem e-keša otvorenog koda.“

P2P je skraćenica za peer to peer i ukazuje na sistem u kojem jedna osoba može da komunicira sa drugom bez ikoga u sredini, kao medjusobno jednaki.

Možete se setiti P2P tehnologija za razmenu datoteka poput Napster-a, Kazaa-e i BitTorrrent-a, koje su prve omogućile ljudima da dele muziku i filmove bez posrednika.

Satoshi je dizajnirao Bitcoin kako bi omogućio ljudima da razmenjuju e-keš, elektronski keš, bez prolaska preko posrednika na približno isti način.

Softver je otvorenog koda, što znači da svako može videti kako funkcioniše i doprineti tome.

Ne treba da verujemo ni u šta što je Satoshi napisao u svom postu o tome kako softver radi.

Možemo pogledati kod i sami proveriti kako to funkcioniše. Štaviše, možemo promeniti funkcionalnost sistema promenom koda.

„Potpuno je decentralizovan, bez centralnog servera ili pouzdanih stranki …“

Satoshi napominje da je sistem decentralizovan kako bi se razlikovao od sistema koji imaju centralnu kontrolu.

Prethodne pokušaje stvaranja digitalne gotovine poput DigiCash-a od strane Davida Chaum-a podržavao je centralni server, računar ili skup računara koji je bio odgovoran za izdavanje i verifikaciju plaćanja pod kontrolom jedne korporacije.

Takve, centralno kontrolisane privatne šeme novca, bile su osuđene na propast; ljudi se ne mogu osloniti na novac koji može nestati kada kompanija prestane sa poslovanjem, bude hakovana, pretrpi pad servera ili je zatvori vlada.

Bitcoin održava mreža pojedinaca i kompanija širom sveta.

Da bi se Bitcoin isključio, bilo bi potrebno isključiti desetine do stotine hiljada računara širom sveta u isto vreme, zauvek, od kojih su mnogi na nepoznatim lokacijama.

Bila bi to beznadežna igra, jer bi svaki napad ove prirode jednostavno podstakao stvaranje novih Bitcoin čvorova ili računara na mreži.

„… sve se zasniva na kripto dokazima umesto na poverenju“

Internet, a u stvari i većina savremenih računarskih sistema, izgrađeni su na kriptografiji, metodi prikrivanja informacija, tako da je može dekodirati samo primalac informacije.

Kako se Bitcoin oslobađa potrebe za poverenjem? Umesto da verujemo nekome ko kaže „Ja sam Alisa“ ili „Imam 10 $ na računu“, možemo koristiti kriptografsku matematiku da bismo izneli iste činjenice na način koji je vrlo lako verifikovati od strane primaoca dokaza ali ga je nemoguće falsifikovati.

Bitcoin u svom dizajnu koristi kriptografsku matematiku kako bi učesnicima omogućio da provere ponašanje svih ostalih učesnika, bez poverenja u bilo koju centralnu stranku.

„Moramo im verovati [bankama] sa našom privatnošću, verovati im da neće dozvoliti da kradljivci identiteta pokradu naše račune“

Za razliku od korišćenja vašeg bankovnog računa, sistema digitalnog plaćanja ili kreditne kartice, Bitcoin omogućava dvema stranama da obavljaju transakcije bez davanje bilo kakvih ličnih podataka.

Centralizovana skladišta potrošačkih podataka koji se čuvaju u bankama, kompanijama sa kreditnim karticama, procesorima plaćanja i vladama, predstavljaju pravu poslasticu za hakere.

Kao dokaz Satoshi-jeve poente služi primer iz 2017. godine kada je Equifax masovono kompromitovan, kada su hakeri ukrali identifikacione i finansijske podatke za više od 140 miliona ljudi.

Bitcoin odvaja finansijske transakcije od stvarnih identiteta.

Na kraju krajeva, kada nekome damo fizički novac, on nema potrebu da zna ko smo, niti treba da brinemo da će nakon naše razmene moći da iskoristi neke informacije koje smo mu dali da ukrade još našeg novca.

Zašto ne bismo očekivali isto, ili čak i bolje, od digitalnog novca?

„Centralnoj banci se mora verovati da neće devalvirati valutu, ali istorija tradicionalnih valuta je puna primera kršenja tog poverenja.“

Pojam tradicionalna valuta, odnosi se na valutu izdatu od strane vlade i centralne banke, koju vlada proglašava zakonskim sredstvom plaćanja.

Istorijski, novac je nastao od stvari koje je bilo teško proizvesti, koje su bile lake za proveravanje i transport, poput školjki, staklenih perli, srebra i zlata.

Kad god bi se nešto koristilo kao novac, postojalo je iskušenje da se stvori više toga.

Ako bi neko pronašao vrhunsku tehnologiju za brzo stvaranje velike količine nečega, ta stvar bi izgubila vrednost.

Evropski naseljenici uspeli su da liše afrički kontinent bogatstva trgujući staklenim perlicama koje su se lako proizvodile za ljudske robove.

Isto se dogodilo sa američkim indijancima, kada su kolonisti otkrili način brze proizvodnje vampum školjki, koje su starosedeoci smatrali retkim.

Vremenom, širom sveta ljudi su shvatili da je samo zlato dovoljno retko da deluje kao novac, bez straha da bi neko drugi mogao da ga stvori u velikim količinama.

Polako smo prešli sa svetske ekonomije koja je koristila zlato kao novac na onu gde su banke izdavale papirne sertifikate kao dokaz posedovanja tog zlata.

Nixon je okončao međunarodnu konvertibilnost američkog dolara u zlato 1971. godine, privremenim rešenjem, koje je ubrzo postalo trajno.

Kraj zlatnog standarda omogućio je vladama i centralnim bankama da imaju punu dozvolu da povećavaju novčanu masu po svojoj volji, razredjujući vrednost svake novčanice u opticaju, poznatije kao umanjenje vrednosti.

Iako je izdata od strane vlade, suštinska tradicionalna valuta je novac koji svi znamo i svakodnevno koristimo, ipak je relativno novo iskustvo u opsegu svetske istorije.

Moramo verovati našim vladama da ne zloupotrebljavaju njegovo štamparije, i ne treba nam puno muke da nadjemo primere kršenja tog poverenja.

U autokratskim i centralno planiranim režimima gde vlada ima prst direktno na mašini za novac, kao što je Venecuela, valuta je postala gotovo bezvredna.

Venecuelanski Bolivar prešao je sa 2 bolivara za 1 američki dolar, koliko je vredeo 2009. godine, na 250.000 bolivara za 1 američki dolar 2019. godine.

Pogledajte koliko novčanica je bilo potrebno za kupovinu piletine u Venecueli posle hiperinflacije.

Satoshi je želeo da ponudi alternativu tradicionalnoj valuti čija se ponuda uvek nepredvidivo širi.

Da bi sprečilo umanjenje vrednosti, Satoshi je dizajnirao novčani sistem gde je zaliha bila fiksna i izdavana po predvidljivoj i nepromenjivoj stopi.

Postojaće samo 21 milion Bitcoin-a.

Međutim, svaki Bitcoin se može podeliti na 100 miliona jedinica koje se sada nazivaju satoshis (sats-ovi), što će činiti ukupno 2,1 kvadriliona satoshi-a u opticaju oko 2140. godine.

Pre Bitcoin-a nije bilo moguće sprečiti beskrajnu reprodukciju digitalnih sredstava.

Kopirati digitalnu knjigu, audio datoteku ili video zapis i poslati ga prijatelju, je jeftino i lako.

Jedini izuzeci od toga su digitalna sredstva koja kontrolišu posrednici.

Na primer, kada iznajmite film sa iTunes-a, možete ga gledati na vašem uređaju samo zato što iTunes kontroliše distribuciju tog filma i može ga zaustaviti nakon perioda njegovog iznajmljivanja.

Slično tome, vaša banka kontroliše vaš digitalni novac. Zadatak banke je da vodi evidenciju koliko novca imate.

Ako ga prenesete nekom drugom, oni će odobriti ili odbiti takav prenos.

Bitcoin je prvi digitalni sistem koji sprovodi oskudicu bez posrednika i prvo je sredstvo poznato čovečanstvu čija je nepromenljiva ponuda i raspored izdavanja poznat unapred.

Ni plemeniti metali poput zlata nemaju ovo svojstvo, jer uvek možemo iskopati sve više i više zlata ukoliko je to isplativo.

Zamislite da otkrijemo asteroid koji sadrži deset puta više zlata nego što ga imamo na zemlji.

Šta bi se dogodilo sa cenom zlata uzimajući u obzir tako obilnu ponudu? Bitcoin je imun na takva otkrića i manipulisanje nabavkom.

Jednostavno je nemoguće proizvesti više od toga (21 miliona).

„Podaci bi se mogli osigurati na način koji je fizički bio nemoguć za pristup drugima, bez obzira iz kog razloga, bez obzira koliko je dobar izgovor, bez obzira na sve. […] Vreme je da imamo istu stvar za novac “

Naše trenutne metode obezbeđivanja novca, poput stavljanja u banku, oslanjaju se na poverenje nekome drugom da će obaviti taj posao.

Poverenje u takvog posrednika ne zahteva samo sigurnost da on neće učiniti nešto zlonamerno ili glupo, već i da vlada neće zapleniti ili zamrznuti vaša sredstva vršeći pritisak na ovog posrednika.

Međutim, videli smo bezbroj puta da vlade mogu, i zaista uskraćuju pristup novcu kada se osećaju ugroženo.

Nekom ko živi u Sjedinjenim Državama ili nekoj drugoj visoko regulisanoj ekonomiji možda zvuči glupo da razmišlja da se probudi sa oduzetim novcem, ali to se događa stalno.

PayPal mi je zamrzao sredstva jednostavno zato par meseci nisam koristio svoj račun.

Trebalo mi je više od nedelju dana da vratim pristup „svom“ novcu.

Srećan sam što živim u Europi, gde bih se bar mogao nadati da ću potražiti neko pravno rešenje ako mi PayPal zamrzne sredstva i gde imam osnovno poverenje da moja vlada i banka neće ukrasti moj novac.

Mnogo gore stvari su se dogodile, i trenutno se dešavaju, u zemljama sa manje slobode.

Banke su se zatvorile tokom kolapsa valuta u Grčkoj.

Banke na Kipru su koristile kaucije da konfiskuju sredstva od svojih klijenata.

Indijska vlada je proglasila određene novčanice bezvrednim.

Bivši SSSR, u kojem sam odrastao, imao je ekonomiju pod kontrolom vlade što je dovelo do ogromnih nestašica robe.

Bilo je nezakonito posedovati strane valute kao što je američki dolar.

Kada smo poželeli da odemo, mojoj porodici je bilo dozvoljeno da zameni samo ograničenu količinu novca po osobi za američke dolare po zvaničnom kursu koji je bio u velikoj meri različit od pravog kursa slobodnog tržišta.

U stvari, vlada nam je oduzela ono malo bogatstva koje smo imali koristeći gvozdeni stisak na ekonomiji i kretanju kapitala.

Autokratske zemlje imaju tendenciju da sprovode strogu ekonomsku kontrolu, sprečavajući ljude da na slobodnom tržištu povuku svoj novac iz banaka, iznesu ga iz zemlje ili da ga razmene u ne još uvek bezvredne valute poput američkog dolara.

To omogućava vladinoj slobodnoj vladavini da primeni sulude ekonomske eksperimente poput socijalističkog sistema SSSR-a.

Bitcoin se ne oslanja na poverenje u treću stranu da bi osigurao vaš novac.

Umesto toga, Bitcoin onemogućava drugima pristup vašim novčićima bez jedinstvenog ključa koji imate samo vi, bez obzira iz kog razloga, bez obzira koliko je dobar izgovor, bez obzira na sve.

Držeći Bitcoin, držite ključeve sopstvene finansijske slobode. Bitcoin razdvaja novac i državu

„Rešenje Bitcoin-a je korišćenje peer-to-peer mreže za proveru dvostruke potrošnje […] poput distribuiranog servera vremenskih žigova, obeležavajući prvu transakciju koja je potrošila novčić“

Mreža se odnosi na ideju da je gomila računara povezana i da mogu međusobno slati poruke.

Reč distribuirano znači da ne postoji centralna stranka koja kontroliše, već da svi učesnici koordiniraju medjusobno kako bi mreža bila uspešna.

U sistemu bez centralne kontrole, bitno je znati da niko ne vara. Ideja dvostruke potrošnje odnosi se na mogućnost trošenja istog novca dva puta.

Fizički novac odlazi iz vaše ruke kad ga potrošite. Međutim, digitalne transakcije se mogu kopirati baš kao muzika ili filmovi.

Kada novac šaljete preko banke, oni se pobrinu da isti novac ne možete da prebacujete dva puta.

U sistemu bez centralne kontrole potreban nam je način da sprečimo ovu vrstu dvostruke potrošnje, koja je u suštini ista kao i falsifikovanje novca.

Satoshi opisuje da učesnici u Bitcoin mreži rade zajedno kako bi vremenski označili (doveli u red) transakcije kako bismo znali šta je bilo prvo.

Zbog toga možemo odbiti sve buduće pokušaje trošenja istog novca.

Satoshi se uhvatio u koštac sa nekoliko zanimljivih tehničkih problema kako bi rešio probleme privatnosti, uništavanja vrednosti i centralne kontrole u ​​trenutnim monetarnim sistemima.

Na kraju je stvorio peer to peer mrežu kojoj se svako mogao pridružiti bez otkrivanja svog identiteta ili potrebe da veruje bilo kom drugom učesniku.

Kako se Bitcoin razvijao u poslednjoj deceniji?

Doprinosi izvornom kodu Bitcoina

Kada je Bitcoin pokrenut, samo nekolicina ljudi ga je koristila i pokrenula Bitcoin softver na svojim računarima za napajanje Bitcoin mreže.

Većina ljudi u to vreme mislila je da je to šala ili da će se otkriti ozbiljni nedostaci u dizajnu sistema koji će ga učiniti neizvodljivim.

Vremenom se mreži pridružilo sve više ljudi koji su pomoću svojih računara dodali sigurnost mreži.

Ljudi su počeli da menjaju Bitcoin-e za robu i usluge, dajući mu stvarnu vrednost. Pojavile su se menjačnice valuta koje su menjale Bitcoin-e za gotovo sve tradicionalne valute na svetu.

Deset godina nakon izuma, Bitcoin koriste milioni ljudi sa desetinama do stotinama hiljada čvorova koji pokreću besplatni Bitcoin softver, koji se razvija od strane stotina dobrovoljaca i kompanija širom sveta.

Bitcoin mreža je porasla kako bi obezbedila vrednost veću od stotine biliona dolara.

Računari koji učestvuju u zaštiti Bitcoin mreže poznati su kao rudari/majneri.

Oni rade u industrijskim operacijama širom sveta, ulažući milione dolara u specijalni rudarski hardver koji radi samo jedno: pobrinuti se da je Bitcoin najsigurnija mreža na planeti.

Rudari troše električnu energiju kako bi transakcije Bitcoin-a učinile sigurnim od modifikacija. Budući da se rudari međusobno takmiče za oskudan broj Bitcoin-a proizvedenih dnevno, oni uvek moraju da pronalaze najjeftinije izvore energije na planeti da bi ostali profitabilni.

Rudari rade na različitim mestima, od hidroelektrana u dalekim krajevima Kine do vetroparkova u Teksasu, do kanadskih naftnih polja koja proizvode gas koji bi u suprotnom bio odzračen ili spaljen u atmosferi.

Iako je Bitcoin popularna tema i o njemu se često raspravlja u medijima, procenjujemo da je samo nekoliko miliona ljudi na svetu počelo da redovno štedi Bitcoin.

Za mnoge ljude, posebno za one koji nikada nisu živeli pod represivnim režimima, ovaj izum novog oblika digitalnog novca izvan kontrole vlade može biti veoma izazovan za razumevanje i prihvatanje.

Zato sam ja ovde. Želim da vam pomognem da razumete Bitcoin i budete gospodar svoje budućnosti!

@ 3f770d65:7a745b24

At the recent Launch Music Festival and Conference in Lancaster, PA, featuring over 120 musicians across three days, I volunteered my time with Tunestr and Phantom Power Music's initiative to introduce artists to Bitcoin, Nostr, and the value-for-value model. Tunestr sponsored a stage, live-streaming 21 bands to platforms like Tunestr.io, Fountain.fm and other Nostr/Podcasting 2.0 apps and on-boarding as many others as possible at our conference booth. You may have seen me spamming about this over the last few days.

V4V Earnings

Day 1: 180,000 sats

Day 2: 300,000 sats

Day 3: Over 500,000 sats

Who?

Here are the artists that were on-boarded to Fountain and were live streaming on the Value-for-Value stage:

nostr:npub1cruu4z0hwg7n3r2k7262vx8jsmra3xpku85frl5fnfvrwz7rd7mq7e403w nostr:npub12xeh3n7w8700z4tpd6xlhlvg4vtg4pvpxd584ll5sva539tutc3q0tn3tz nostr:npub1rc80p4v60uzfhvdgxemhvcqnzdj7t59xujxdy0lcjxml3uwdezyqtrpe0j @npub16vxr4pc2ww3yaez9q4s53zkejjfd0djs9lfe55sjhnqkh nostr:npub10uspdzg4fl7md95mqnjszxx82ckdly8ezac0t3s06a0gsf4f3lys8ypeak nostr:npub1gnyzexr40qut0za2c4a0x27p4e3qc22wekhcw3uvdx8mwa3pen0s9z90wk nostr:npub13qrrw2h4z52m7jh0spefrwtysl4psfkfv6j4j672se5hkhvtyw7qu0almy nostr:npub1p0kuqxxw2mxczc90vcurvfq7ljuw2394kkqk6gqnn2cq0y9eq5nq87jtkk nostr:npub182kq0sdp7chm67uq58cf4vvl3lk37z8mm5k5067xe09fqqaaxjsqlcazej nostr:npub162hr8kd96vxlanvggl08hmyy37qsn8ehgj7za7squl83um56epnswkr399 nostr:npub17jzk5ex2rafres09c4dnn5mm00eejye6nrurnlla6yn22zcpl7vqg6vhvx nostr:npub176rnksulheuanfx8y8cr2mrth4lh33svvpztggjjm6j2pqw6m56sq7s9vz nostr:npub1akv7t7xpalhsc4nseljs0c886jzuhq8u42qdcwvu972f3mme9tjsgp5xxk nostr:npub18x0gv872489lrczp9d9m4hx59r754x7p9rg2jkgvt7ul3kuqewtqsssn24

Many more musicians were on-boarded to Fountain, however, we were unable to obtain all of their npubs.

THANK YOU TO ALL ZAPPERS AND BOOSTERS!

Musicians “Get It”

My key takeaway was the musicians' absolute understanding that the current digital landscape along with legacy social media is failing them. Every artist I spoke with recognized how algorithms hinder fan connection and how gatekeepers prevent fair compensation for their work. They all use Spotify, but they only do so out of necessity. They felt the music industry is primed for both a social and monetary revolution. Some of them were even speaking my language…

Because of this, concepts like decentralization, censorship resistance, owning your content, and controlling your social graph weren't just understood by them, they were instantly embraced. The excitement was real; they immediately saw the potential and agreed with me. Bitcoin and Nostr felt genuinely punk rock and that helped a lot of them identify with what we were offering them.

The Tools and the Issues

While the Nostr ecosystem offers a wide variety of tools, we focused on introducing three key applications at this event to keep things clear for newcomers:

1. Fountain, with a music focus, was the primary tool for onboarding attendees onto Nostr. Fountain was also chosen thanks to Fountain’s built-in Lightning wallet.
2. Primal, as a social alternative, was demonstrated to show how users can take their Nostr identity and content seamlessly between different applications.
3. Tunestr.io, lastly was showcased for its live video streaming capabilities.

Although we highlighted these three, we did inform attendees about the broader range of available apps and pointed them to nostrapps.com if they wanted to explore further, aiming to educate without overwhelming them.

This review highlights several UX issues with the Fountain app, particularly concerning profile updates, wallet functionality, and user discovery. While Fountain does work well, these minor hiccups make it extremely hard for on-boarding and education.

• Profile Issues:
• When a user edits their profile (e.g., Username/Nostr address, Lightning address) either during or after creation, the changes don't appear to consistently update across the app or sync correctly with Nostr relays.
• Specifically, the main profile display continues to show the old default Username/Nostr address and Lightning address inside Fountain and on other Nostr clients.
• However, the updated Username/Nostr address does appear on https://fountain.fm (chosen-username@fountain.fm) and is visible within the "Edit Profile" screen itself in the app.
• This inconsistency is confusing for users, as they see their updated information in some places but not on their main public-facing profile within the app. I confirmed this by observing a new user sign up and edit their username – the edit screen showed the new name, but the profile display in Fountain did not update and we did not see it inside Primal, Damus, Amethyst, etc.
• Wallet Limitations:
• The app's built-in wallet cannot scan Lightning address QR codes to initiate payments.
• This caused problems during the event where users imported Bitcoin from Azte.co vouchers into their Fountain wallets. When they tried to Zap a band by scanning a QR code on the live tally board, Fountain displayed an error message stating the invoice or QR code was invalid.
• While suggesting musicians install Primal as a second Nostr app was a potential fix for the QR code issue, (and I mentioned it to some), the burden of onboarding users onto two separate applications, potentially managing two different wallets, and explaining which one works for specific tasks creates a confusing and frustrating user experience.
• Search Difficulties:
• Finding other users within the Fountain app is challenging. I was unable to find profiles from brand new users by entering their chosen Fountain username.
• To find a new user, I had to resort to visiting their profile on the web (fountain.fm/username) to retrieve their npub. Then, open Primal and follow them. Finally, when searching for their username, since I was now following them, I was able to find their profile.
• This search issue is compounded by the profile syncing problem mentioned earlier, as even if found via other clients, their displayed information is outdated.
• Searching for the event to Boost/Zap inside Fountain was harder than it should have been the first two days as the live stream did not appear at the top of the screen inside the tap. This was resolved on the third day of the event.

Improving the Onboarding Experience

To better support user growth, educators and on-boarders need more feature complete and user-friendly applications. I love our developers and I will always sing their praises from the highest mountain tops, however I also recognize that the current tools present challenges that hinder a smooth onboarding experience.

One potential approach explored was guiding users to use Primal (including its built-in wallet) in conjunction with Wavlake via Nostr Wallet Connect (NWC). While this could facilitate certain functions like music streaming, zaps, and QR code scanning (which require both Primal and Wavlake apps), Wavlake itself has usability issues. These include inconsistent or separate profiles between web and mobile apps, persistent "Login" buttons even when logged in on the mobile app with a Nostr identity, and the minor inconvenience of needing two separate applications. Although NWC setup is relatively easy and helps streamline the process, the need to switch between apps adds complexity, especially when time is limited and we’re aiming to showcase the benefits of this new system.

Ultimately, we need applications that are more feature-complete and intuitive for mainstream users to improve the onboarding experience significantly.

Looking forward to the future

I anticipate that most of these issues will be resolved when these applications address them in the near future. Specifically, this would involve Fountain fixing its profile issues and integrating Nostr Wallet Connect (NWC) to allow users to utilize their Primal wallet, or by enabling the scanning of QR codes that pay out to Lightning addresses. Alternatively, if Wavlake resolves the consistency problems mentioned earlier, this would also significantly improve the situation giving us two viable solutions for musicians.

My ideal onboarding event experience would involve having all the previously mentioned issues resolved. Additionally, I would love to see every attendee receive a $5 or $10 voucher to help them start engaging with value-for-value, rather than just the limited number we distributed recently. The goal is to have everyone actively zapping and sending Bitcoin throughout the event. Maybe we can find a large sponsor to facilitate this in the future?

What's particularly exciting is the Launch conference's strong interest in integrating value-for-value across their entire program for all musicians and speakers at their next event in Dallas, Texas, coming later this fall. This presents a significant opportunity to onboard over 100+ musicians to Bitcoin and Nostr, which in turn will help onboard their fans and supporters.

We need significantly more zaps and more zappers! It's unreasonable to expect the same dedicated individuals to continuously support new users; they are being bled dry. A shift is needed towards more people using bitcoin for everyday transactions, treating it as money. This brings me back to my ideal onboarding experience: securing a sponsor to essentially give participants bitcoin funds specifically for zapping and tipping artists. This method serves as a practical lesson in using bitcoin as money and showcases the value-for-value principle from the outset.

@ 52b4a076:e7fad8bd

I have been recently building NFDB, a new relay DB. This post is meant as a short overview.

Regular relays have challenges

Current relay software have significant challenges, which I have experienced when hosting Nostr.land: - Scalability is only supported by adding full replicas, which does not scale to large relays. - Most relays use slow databases and are not optimized for large scale usage. - Search is near-impossible to implement on standard relays. - Privacy features such as NIP-42 are lacking. - Regular DB maintenance tasks on normal relays require extended downtime. - Fault-tolerance is implemented, if any, using a load balancer, which is limited. - Personalization and advanced filtering is not possible. - Local caching is not supported.

NFDB: A scalable database for large relays

NFDB is a new database meant for medium-large scale relays, built on FoundationDB that provides: - Near-unlimited scalability - Extended fault tolerance - Instant loading - Better search - Better personalization - and more.

Search

NFDB has extended search capabilities including: - Semantic search: Search for meaning, not words. - Interest-based search: Highlight content you care about. - Multi-faceted queries: Easily filter by topic, author group, keywords, and more at the same time. - Wide support for event kinds, including users, articles, etc.

Personalization

NFDB allows significant personalization: - Customized algorithms: Be your own algorithm. - Spam filtering: Filter content to your WoT, and use advanced spam filters. - Topic mutes: Mute topics, not keywords. - Media filtering: With Nostr.build, you will be able to filter NSFW and other content - Low data mode: Block notes that use high amounts of cellular data. - and more

Other

NFDB has support for many other features such as: - NIP-42: Protect your privacy with private drafts and DMs - Microrelays: Easily deploy your own personal microrelay - Containers: Dedicated, fast storage for discoverability events such as relay lists

Calcite: A local microrelay database

Calcite is a lightweight, local version of NFDB that is meant for microrelays and caching, meant for thousands of personal microrelays.

Calcite HA is an additional layer that allows live migration and relay failover in under 30 seconds, providing higher availability compared to current relays with greater simplicity. Calcite HA is enabled in all Calcite deployments.

For zero-downtime, NFDB is recommended.

Noswhere SmartCache

Relays are fixed in one location, but users can be anywhere.

Noswhere SmartCache is a CDN for relays that dynamically caches data on edge servers closest to you, allowing: - Multiple regions around the world - Improved throughput and performance - Faster loading times

routerd

routerd is a custom load-balancer optimized for Nostr relays, integrated with SmartCache.

routerd is specifically integrated with NFDB and Calcite HA to provide fast failover and high performance.

Ending notes

NFDB is planned to be deployed to Nostr.land in the coming weeks.

A lot more is to come. 👀️️️️️️

@ 04c915da:3dfbecc9

Capitalism is the most effective system for scaling innovation. The pursuit of profit is an incredibly powerful human incentive. Most major improvements to human society and quality of life have resulted from this base incentive. Market competition often results in the best outcomes for all.

That said, some projects can never be monetized. They are open in nature and a business model would centralize control. Open protocols like bitcoin and nostr are not owned by anyone and if they were it would destroy the key value propositions they provide. No single entity can or should control their use. Anyone can build on them without permission.

As a result, open protocols must depend on donation based grant funding from the people and organizations that rely on them. This model works but it is slow and uncertain, a grind where sustainability is never fully reached but rather constantly sought. As someone who has been incredibly active in the open source grant funding space, I do not think people truly appreciate how difficult it is to raise charitable money and deploy it efficiently.

Projects that can be monetized should be. Profitability is a super power. When a business can generate revenue, it taps into a self sustaining cycle. Profit fuels growth and development while providing projects independence and agency. This flywheel effect is why companies like Google, Amazon, and Apple have scaled to global dominance. The profit incentive aligns human effort with efficiency. Businesses must innovate, cut waste, and deliver value to survive.

Contrast this with non monetized projects. Without profit, they lean on external support, which can dry up or shift with donor priorities. A profit driven model, on the other hand, is inherently leaner and more adaptable. It is not charity but survival. When survival is tied to delivering what people want, scale follows naturally.

The real magic happens when profitable, sustainable businesses are built on top of open protocols and software. Consider the many startups building on open source software stacks, such as Start9, Mempool, and Primal, offering premium services on top of the open source software they build out and maintain. Think of companies like Block or Strike, which leverage bitcoin’s open protocol to offer their services on top. These businesses amplify the open software and protocols they build on, driving adoption and improvement at a pace donations alone could never match.

When you combine open software and protocols with profit driven business the result are lean, sustainable companies that grow faster and serve more people than either could alone. Bitcoin’s network, for instance, benefits from businesses that profit off its existence, while nostr will expand as developers monetize apps built on the protocol.

Capitalism scales best because competition results in efficiency. Donation funded protocols and software lay the groundwork, while market driven businesses build on top. The profit incentive acts as a filter, ensuring resources flow to what works, while open systems keep the playing field accessible, empowering users and builders. Together, they create a flywheel of innovation, growth, and global benefit.

@ e3ba5e1a:5e433365

Prelude

I wrote this post differently than any of my others. It started with a discussion with AI on an OPSec-inspired review of separation of powers, and evolved into quite an exciting debate! I asked Grok to write up a summary in my overall writing style, which it got pretty well. I've decided to post it exactly as-is. Ultimately, I think there are two solid ideas driving my stance here:

1. Perfect is the enemy of the good
2. Failure is the crucible of success

Beyond that, just some hard-core belief in freedom, separation of powers, and operating from self-interest.

Intro

Alright, buckle up. I’ve been chewing on this idea for a while, and it’s time to spit it out. Let’s look at the U.S. government like I’d look at a codebase under a cybersecurity audit—OPSEC style, no fluff. Forget the endless debates about what politicians should do. That’s noise. I want to talk about what they can do, the raw powers baked into the system, and why we should stop pretending those powers are sacred. If there’s a hole, either patch it or exploit it. No half-measures. And yeah, I’m okay if the whole thing crashes a bit—failure’s a feature, not a bug.

The Filibuster: A Security Rule with No Teeth

You ever see a firewall rule that’s more theater than protection? That’s the Senate filibuster. Everyone acts like it’s this untouchable guardian of democracy, but here’s the deal: a simple majority can torch it any day. It’s not a law; it’s a Senate preference, like choosing tabs over spaces. When people call killing it the “nuclear option,” I roll my eyes. Nuclear? It’s a button labeled “press me.” If a party wants it gone, they’ll do it. So why the dance?

I say stop playing games. Get rid of the filibuster. If you’re one of those folks who thinks it’s the only thing saving us from tyranny, fine—push for a constitutional amendment to lock it in. That’s a real patch, not a Post-it note. Until then, it’s just a vulnerability begging to be exploited. Every time a party threatens to nuke it, they’re admitting it’s not essential. So let’s stop pretending and move on.

Supreme Court Packing: Because Nine’s Just a Number

Here’s another fun one: the Supreme Court. Nine justices, right? Sounds official. Except it’s not. The Constitution doesn’t say nine—it’s silent on the number. Congress could pass a law tomorrow to make it 15, 20, or 42 (hitchhiker’s reference, anyone?). Packing the court is always on the table, and both sides know it. It’s like a root exploit just sitting there, waiting for someone to log in.

So why not call the bluff? If you’re in power—say, Trump’s back in the game—say, “I’m packing the court unless we amend the Constitution to fix it at nine.” Force the issue. No more shadowboxing. And honestly? The court’s got way too much power anyway. It’s not supposed to be a super-legislature, but here we are, with justices’ ideologies driving the bus. That’s a bug, not a feature. If the court weren’t such a kingmaker, packing it wouldn’t even matter. Maybe we should be talking about clipping its wings instead of just its size.

The Executive Should Go Full Klingon

Let’s talk presidents. I’m not saying they should wear Klingon armor and start shouting “Qapla’!”—though, let’s be real, that’d be awesome. I’m saying the executive should use every scrap of power the Constitution hands them. Enforce the laws you agree with, sideline the ones you don’t. If Congress doesn’t like it, they’ve got tools: pass new laws, override vetoes, or—here’s the big one—cut the budget. That’s not chaos; that’s the system working as designed.

Right now, the real problem isn’t the president overreaching; it’s the bureaucracy. It’s like a daemon running in the background, eating CPU and ignoring the user. The president’s supposed to be the one steering, but the administrative state’s got its own agenda. Let the executive flex, push the limits, and force Congress to check it. Norms? Pfft. The Constitution’s the spec sheet—stick to it.

Let the System Crash

Here’s where I get a little spicy: I’m totally fine if the government grinds to a halt. Deadlock isn’t a disaster; it’s a feature. If the branches can’t agree, let the president veto, let Congress starve the budget, let enforcement stall. Don’t tell me about “essential services.” Nothing’s so critical it can’t take a breather. Shutdowns force everyone to the table—debate, compromise, or expose who’s dropping the ball. If the public loses trust? Good. They’ll vote out the clowns or live with the circus they elected.

Think of it like a server crash. Sometimes you need a hard reboot to clear the cruft. If voters keep picking the same bad admins, well, the country gets what it deserves. Failure’s the best teacher—way better than limping along on autopilot.

States Are the Real MVPs

If the feds fumble, states step up. Right now, states act like junior devs waiting for the lead engineer to sign off. Why? Federal money. It’s a leash, and it’s tight. Cut that cash, and states will remember they’re autonomous. Some will shine, others will tank—looking at you, California. And I’m okay with that. Let people flee to better-run states. No bailouts, no excuses. States are like competing startups: the good ones thrive, the bad ones pivot or die.

Could it get uneven? Sure. Some states might turn into sci-fi utopias while others look like a post-apocalyptic vidya game. That’s the point—competition sorts it out. Citizens can move, markets adjust, and failure’s a signal to fix your act.

Chaos Isn’t the Enemy

Yeah, this sounds messy. States ignoring federal law, external threats poking at our seams, maybe even a constitutional crisis. I’m not scared. The Supreme Court’s there to referee interstate fights, and Congress sets the rules for state-to-state play. But if it all falls apart? Still cool. States can sort it without a babysitter—it’ll be ugly, but freedom’s worth it. External enemies? They’ll either unify us or break us. If we can’t rally, we don’t deserve the win.

Centralizing power to avoid this is like rewriting your app in a single thread to prevent race conditions—sure, it’s simpler, but you’re begging for a deadlock. Decentralized chaos lets states experiment, lets people escape, lets markets breathe. States competing to cut regulations to attract businesses? That’s a race to the bottom for red tape, but a race to the top for innovation—workers might gripe, but they’ll push back, and the tension’s healthy. Bring it—let the cage match play out. The Constitution’s checks are enough if we stop coddling the system.

Why This Matters

I’m not pitching a utopia. I’m pitching a stress test. The U.S. isn’t a fragile porcelain doll; it’s a rugged piece of hardware built to take some hits. Let it fail a little—filibuster, court, feds, whatever. Patch the holes with amendments if you want, or lean into the grind. Either way, stop fearing the crash. It’s how we debug the republic.

So, what’s your take? Ready to let the system rumble, or got a better way to secure the code? Hit me up—I’m all ears.

@ fe32298e:20516265

Today I learned how to install NVapi to monitor my GPUs in Home Assistant.

NVApi is a lightweight API designed for monitoring NVIDIA GPU utilization and enabling automated power management. It provides real-time GPU metrics, supports integration with tools like Home Assistant, and offers flexible power management and PCIe link speed management based on workload and thermal conditions.

• GPU Utilization Monitoring: Utilization, memory usage, temperature, fan speed, and power consumption.
• Automated Power Limiting: Adjusts power limits dynamically based on temperature thresholds and total power caps, configurable per GPU or globally.
• Cross-GPU Coordination: Total power budget applies across multiple GPUs in the same system.
• PCIe Link Speed Management: Controls minimum and maximum PCIe link speeds with idle thresholds for power optimization.
• Home Assistant Integration: Uses the built-in RESTful platform and template sensors.

Getting the Data

sudo apt install golang-go git clone https://github.com/sammcj/NVApi.git cd NVapi go run main.go -port 9999 -rate 1 curl http://localhost:9999/gpu

Response for a single GPU: [ { "index": 0, "name": "NVIDIA GeForce RTX 4090", "gpu_utilisation": 0, "memory_utilisation": 0, "power_watts": 16, "power_limit_watts": 450, "memory_total_gb": 23.99, "memory_used_gb": 0.46, "memory_free_gb": 23.52, "memory_usage_percent": 2, "temperature": 38, "processes": [], "pcie_link_state": "not managed" } ]

Response for multiple GPUs: [ { "index": 0, "name": "NVIDIA GeForce RTX 3090", "gpu_utilisation": 0, "memory_utilisation": 0, "power_watts": 14, "power_limit_watts": 350, "memory_total_gb": 24, "memory_used_gb": 0.43, "memory_free_gb": 23.57, "memory_usage_percent": 2, "temperature": 36, "processes": [], "pcie_link_state": "not managed" }, { "index": 1, "name": "NVIDIA RTX A4000", "gpu_utilisation": 0, "memory_utilisation": 0, "power_watts": 10, "power_limit_watts": 140, "memory_total_gb": 15.99, "memory_used_gb": 0.56, "memory_free_gb": 15.43, "memory_usage_percent": 3, "temperature": 41, "processes": [], "pcie_link_state": "not managed" } ]

Start at Boot

Create /etc/systemd/system/nvapi.service:

``` [Unit] Description=Run NVapi After=network.target

[Service] Type=simple Environment="GOPATH=/home/ansible/go" WorkingDirectory=/home/ansible/NVapi ExecStart=/usr/bin/go run main.go -port 9999 -rate 1 Restart=always User=ansible

Environment="GPU_TEMP_CHECK_INTERVAL=5"

Environment="GPU_TOTAL_POWER_CAP=400"

Environment="GPU_0_LOW_TEMP=40"

Environment="GPU_0_MEDIUM_TEMP=70"

Environment="GPU_0_LOW_TEMP_LIMIT=135"

Environment="GPU_0_MEDIUM_TEMP_LIMIT=120"

Environment="GPU_0_HIGH_TEMP_LIMIT=100"

Environment="GPU_1_LOW_TEMP=45"

Environment="GPU_1_MEDIUM_TEMP=75"

Environment="GPU_1_LOW_TEMP_LIMIT=140"

Environment="GPU_1_MEDIUM_TEMP_LIMIT=125"

Environment="GPU_1_HIGH_TEMP_LIMIT=110"

[Install] WantedBy=multi-user.target ```

Home Assistant

Add to Home Assistant configuration.yaml and restart HA (completely).

For a single GPU, this works: ``` sensor: - platform: rest name: MYPC GPU Information resource: http://mypc:9999 method: GET headers: Content-Type: application/json value_template: "{{ value_json[0].index }}" json_attributes: - name - gpu_utilisation - memory_utilisation - power_watts - power_limit_watts - memory_total_gb - memory_used_gb - memory_free_gb - memory_usage_percent - temperature scan_interval: 1 # seconds

• platform: template sensors: mypc_gpu_0_gpu: friendly_name: "MYPC {{ state_attr('sensor.mypc_gpu_information', 'name') }} GPU" value_template: "{{ state_attr('sensor.mypc_gpu_information', 'gpu_utilisation') }}" unit_of_measurement: "%" mypc_gpu_0_memory: friendly_name: "MYPC {{ state_attr('sensor.mypc_gpu_information', 'name') }} Memory" value_template: "{{ state_attr('sensor.mypc_gpu_information', 'memory_utilisation') }}" unit_of_measurement: "%" mypc_gpu_0_power: friendly_name: "MYPC {{ state_attr('sensor.mypc_gpu_information', 'name') }} Power" value_template: "{{ state_attr('sensor.mypc_gpu_information', 'power_watts') }}" unit_of_measurement: "W" mypc_gpu_0_power_limit: friendly_name: "MYPC {{ state_attr('sensor.mypc_gpu_information', 'name') }} Power Limit" value_template: "{{ state_attr('sensor.mypc_gpu_information', 'power_limit_watts') }}" unit_of_measurement: "W" mypc_gpu_0_temperature: friendly_name: "MYPC {{ state_attr('sensor.mypc_gpu_information', 'name') }} Temperature" value_template: "{{ state_attr('sensor.mypc_gpu_information', 'temperature') }}" unit_of_measurement: "°C" ```

For multiple GPUs: ``` rest: scan_interval: 1 resource: http://mypc:9999 sensor: - name: "MYPC GPU0 Information" value_template: "{{ value_json[0].index }}" json_attributes_path: "$.0" json_attributes: - name - gpu_utilisation - memory_utilisation - power_watts - power_limit_watts - memory_total_gb - memory_used_gb - memory_free_gb - memory_usage_percent - temperature - name: "MYPC GPU1 Information" value_template: "{{ value_json[1].index }}" json_attributes_path: "$.1" json_attributes: - name - gpu_utilisation - memory_utilisation - power_watts - power_limit_watts - memory_total_gb - memory_used_gb - memory_free_gb - memory_usage_percent - temperature

• platform: template sensors: mypc_gpu_0_gpu: friendly_name: "MYPC GPU0 GPU" value_template: "{{ state_attr('sensor.mypc_gpu0_information', 'gpu_utilisation') }}" unit_of_measurement: "%" mypc_gpu_0_memory: friendly_name: "MYPC GPU0 Memory" value_template: "{{ state_attr('sensor.mypc_gpu0_information', 'memory_utilisation') }}" unit_of_measurement: "%" mypc_gpu_0_power: friendly_name: "MYPC GPU0 Power" value_template: "{{ state_attr('sensor.mypc_gpu0_information', 'power_watts') }}" unit_of_measurement: "W" mypc_gpu_0_power_limit: friendly_name: "MYPC GPU0 Power Limit" value_template: "{{ state_attr('sensor.mypc_gpu0_information', 'power_limit_watts') }}" unit_of_measurement: "W" mypc_gpu_0_temperature: friendly_name: "MYPC GPU0 Temperature" value_template: "{{ state_attr('sensor.mypc_gpu0_information', 'temperature') }}" unit_of_measurement: "C"

• platform: template sensors: mypc_gpu_1_gpu: friendly_name: "MYPC GPU1 GPU" value_template: "{{ state_attr('sensor.mypc_gpu1_information', 'gpu_utilisation') }}" unit_of_measurement: "%" mypc_gpu_1_memory: friendly_name: "MYPC GPU1 Memory" value_template: "{{ state_attr('sensor.mypc_gpu1_information', 'memory_utilisation') }}" unit_of_measurement: "%" mypc_gpu_1_power: friendly_name: "MYPC GPU1 Power" value_template: "{{ state_attr('sensor.mypc_gpu1_information', 'power_watts') }}" unit_of_measurement: "W" mypc_gpu_1_power_limit: friendly_name: "MYPC GPU1 Power Limit" value_template: "{{ state_attr('sensor.mypc_gpu1_information', 'power_limit_watts') }}" unit_of_measurement: "W" mypc_gpu_1_temperature: friendly_name: "MYPC GPU1 Temperature" value_template: "{{ state_attr('sensor.mypc_gpu1_information', 'temperature') }}" unit_of_measurement: "C"

```

Basic entity card: type: entities entities: - entity: sensor.mypc_gpu_0_gpu secondary_info: last-updated - entity: sensor.mypc_gpu_0_memory secondary_info: last-updated - entity: sensor.mypc_gpu_0_power secondary_info: last-updated - entity: sensor.mypc_gpu_0_power_limit secondary_info: last-updated - entity: sensor.mypc_gpu_0_temperature secondary_info: last-updated

Ansible Role

```

• name: install go become: true package: name: golang-go state: present

• name: git clone git: repo: "https://github.com/sammcj/NVApi.git" dest: "/home/ansible/NVapi" update: yes force: true

go run main.go -port 9999 -rate 1

• name: install systemd service become: true copy: src: nvapi.service dest: /etc/systemd/system/nvapi.service

• name: Reload systemd daemons, enable, and restart nvapi become: true systemd: name: nvapi daemon_reload: yes enabled: yes state: restarted ```

@ 6f6b50bb:a848e5a1

Che cosa significherebbe trattare l'IA come uno strumento invece che come una persona?

Dall’avvio di ChatGPT, le esplorazioni in due direzioni hanno preso velocità.

La prima direzione riguarda le capacità tecniche. Quanto grande possiamo addestrare un modello? Quanto bene può rispondere alle domande del SAT? Con quanta efficienza possiamo distribuirlo?

La seconda direzione riguarda il design dell’interazione. Come comunichiamo con un modello? Come possiamo usarlo per un lavoro utile? Quale metafora usiamo per ragionare su di esso?

La prima direzione è ampiamente seguita e enormemente finanziata, e per una buona ragione: i progressi nelle capacità tecniche sono alla base di ogni possibile applicazione. Ma la seconda è altrettanto cruciale per il campo e ha enormi incognite. Siamo solo a pochi anni dall’inizio dell’era dei grandi modelli. Quali sono le probabilità che abbiamo già capito i modi migliori per usarli?

Propongo una nuova modalità di interazione, in cui i modelli svolgano il ruolo di applicazioni informatiche (ad esempio app per telefoni): fornendo un’interfaccia grafica, interpretando gli input degli utenti e aggiornando il loro stato. In questa modalità, invece di essere un “agente” che utilizza un computer per conto dell’essere umano, l’IA può fornire un ambiente informatico più ricco e potente che possiamo utilizzare.

Metafore per l’interazione

Al centro di un’interazione c’è una metafora che guida le aspettative di un utente su un sistema. I primi giorni dell’informatica hanno preso metafore come “scrivanie”, “macchine da scrivere”, “fogli di calcolo” e “lettere” e le hanno trasformate in equivalenti digitali, permettendo all’utente di ragionare sul loro comportamento. Puoi lasciare qualcosa sulla tua scrivania e tornare a prenderlo; hai bisogno di un indirizzo per inviare una lettera. Man mano che abbiamo sviluppato una conoscenza culturale di questi dispositivi, la necessità di queste particolari metafore è scomparsa, e con esse i design di interfaccia skeumorfici che le rafforzavano. Come un cestino o una matita, un computer è ora una metafora di se stesso.

La metafora dominante per i grandi modelli oggi è modello-come-persona. Questa è una metafora efficace perché le persone hanno capacità estese che conosciamo intuitivamente. Implica che possiamo avere una conversazione con un modello e porgli domande; che il modello possa collaborare con noi su un documento o un pezzo di codice; che possiamo assegnargli un compito da svolgere da solo e che tornerà quando sarà finito.

Tuttavia, trattare un modello come una persona limita profondamente il nostro modo di pensare all’interazione con esso. Le interazioni umane sono intrinsecamente lente e lineari, limitate dalla larghezza di banda e dalla natura a turni della comunicazione verbale. Come abbiamo tutti sperimentato, comunicare idee complesse in una conversazione è difficile e dispersivo. Quando vogliamo precisione, ci rivolgiamo invece a strumenti, utilizzando manipolazioni dirette e interfacce visive ad alta larghezza di banda per creare diagrammi, scrivere codice e progettare modelli CAD. Poiché concepiamo i modelli come persone, li utilizziamo attraverso conversazioni lente, anche se sono perfettamente in grado di accettare input diretti e rapidi e di produrre risultati visivi. Le metafore che utilizziamo limitano le esperienze che costruiamo, e la metafora modello-come-persona ci impedisce di esplorare il pieno potenziale dei grandi modelli.

Per molti casi d’uso, e specialmente per il lavoro produttivo, credo che il futuro risieda in un’altra metafora: modello-come-computer.

Usare un’IA come un computer

Sotto la metafora modello-come-computer, interagiremo con i grandi modelli seguendo le intuizioni che abbiamo sulle applicazioni informatiche (sia su desktop, tablet o telefono). Nota che ciò non significa che il modello sarà un’app tradizionale più di quanto il desktop di Windows fosse una scrivania letterale. “Applicazione informatica” sarà un modo per un modello di rappresentarsi a noi. Invece di agire come una persona, il modello agirà come un computer.

Agire come un computer significa produrre un’interfaccia grafica. Al posto del flusso lineare di testo in stile telescrivente fornito da ChatGPT, un sistema modello-come-computer genererà qualcosa che somiglia all’interfaccia di un’applicazione moderna: pulsanti, cursori, schede, immagini, grafici e tutto il resto. Questo affronta limitazioni chiave dell’interfaccia di chat standard modello-come-persona:

• Scoperta. Un buon strumento suggerisce i suoi usi. Quando l’unica interfaccia è una casella di testo vuota, spetta all’utente capire cosa fare e comprendere i limiti del sistema. La barra laterale Modifica in Lightroom è un ottimo modo per imparare l’editing fotografico perché non si limita a dirti cosa può fare questa applicazione con una foto, ma cosa potresti voler fare. Allo stesso modo, un’interfaccia modello-come-computer per DALL-E potrebbe mostrare nuove possibilità per le tue generazioni di immagini.

• Efficienza. La manipolazione diretta è più rapida che scrivere una richiesta a parole. Per continuare l’esempio di Lightroom, sarebbe impensabile modificare una foto dicendo a una persona quali cursori spostare e di quanto. Ci vorrebbe un giorno intero per chiedere un’esposizione leggermente più bassa e una vibranza leggermente più alta, solo per vedere come apparirebbe. Nella metafora modello-come-computer, il modello può creare strumenti che ti permettono di comunicare ciò che vuoi più efficientemente e quindi di fare le cose più rapidamente.

A differenza di un’app tradizionale, questa interfaccia grafica è generata dal modello su richiesta. Questo significa che ogni parte dell’interfaccia che vedi è rilevante per ciò che stai facendo in quel momento, inclusi i contenuti specifici del tuo lavoro. Significa anche che, se desideri un’interfaccia più ampia o diversa, puoi semplicemente richiederla. Potresti chiedere a DALL-E di produrre alcuni preset modificabili per le sue impostazioni ispirati da famosi artisti di schizzi. Quando clicchi sul preset Leonardo da Vinci, imposta i cursori per disegni prospettici altamente dettagliati in inchiostro nero. Se clicchi su Charles Schulz, seleziona fumetti tecnicolor 2D a basso dettaglio.

Una bicicletta della mente proteiforme

La metafora modello-come-persona ha una curiosa tendenza a creare distanza tra l’utente e il modello, rispecchiando il divario di comunicazione tra due persone che può essere ridotto ma mai completamente colmato. A causa della difficoltà e del costo di comunicare a parole, le persone tendono a suddividere i compiti tra loro in blocchi grandi e il più indipendenti possibile. Le interfacce modello-come-persona seguono questo schema: non vale la pena dire a un modello di aggiungere un return statement alla tua funzione quando è più veloce scriverlo da solo. Con il sovraccarico della comunicazione, i sistemi modello-come-persona sono più utili quando possono fare un intero blocco di lavoro da soli. Fanno le cose per te.

Questo contrasta con il modo in cui interagiamo con i computer o altri strumenti. Gli strumenti producono feedback visivi in tempo reale e sono controllati attraverso manipolazioni dirette. Hanno un overhead comunicativo così basso che non è necessario specificare un blocco di lavoro indipendente. Ha più senso mantenere l’umano nel loop e dirigere lo strumento momento per momento. Come stivali delle sette leghe, gli strumenti ti permettono di andare più lontano a ogni passo, ma sei ancora tu a fare il lavoro. Ti permettono di fare le cose più velocemente.

Considera il compito di costruire un sito web usando un grande modello. Con le interfacce di oggi, potresti trattare il modello come un appaltatore o un collaboratore. Cercheresti di scrivere a parole il più possibile su come vuoi che il sito appaia, cosa vuoi che dica e quali funzionalità vuoi che abbia. Il modello genererebbe una prima bozza, tu la eseguirai e poi fornirai un feedback. “Fai il logo un po’ più grande”, diresti, e “centra quella prima immagine principale”, e “deve esserci un pulsante di login nell’intestazione”. Per ottenere esattamente ciò che vuoi, invierai una lista molto lunga di richieste sempre più minuziose.

Un’interazione alternativa modello-come-computer sarebbe diversa: invece di costruire il sito web, il modello genererebbe un’interfaccia per te per costruirlo, dove ogni input dell’utente a quell’interfaccia interroga il grande modello sotto il cofano. Forse quando descrivi le tue necessità creerebbe un’interfaccia con una barra laterale e una finestra di anteprima. All’inizio la barra laterale contiene solo alcuni schizzi di layout che puoi scegliere come punto di partenza. Puoi cliccare su ciascuno di essi, e il modello scrive l’HTML per una pagina web usando quel layout e lo visualizza nella finestra di anteprima. Ora che hai una pagina su cui lavorare, la barra laterale guadagna opzioni aggiuntive che influenzano la pagina globalmente, come accoppiamenti di font e schemi di colore. L’anteprima funge da editor WYSIWYG, permettendoti di afferrare elementi e spostarli, modificarne i contenuti, ecc. A supportare tutto ciò è il modello, che vede queste azioni dell’utente e riscrive la pagina per corrispondere ai cambiamenti effettuati. Poiché il modello può generare un’interfaccia per aiutare te e lui a comunicare più efficientemente, puoi esercitare più controllo sul prodotto finale in meno tempo.

La metafora modello-come-computer ci incoraggia a pensare al modello come a uno strumento con cui interagire in tempo reale piuttosto che a un collaboratore a cui assegnare compiti. Invece di sostituire un tirocinante o un tutor, può essere una sorta di bicicletta proteiforme per la mente, una che è sempre costruita su misura esattamente per te e il terreno che intendi attraversare.

Un nuovo paradigma per l’informatica?

I modelli che possono generare interfacce su richiesta sono una frontiera completamente nuova nell’informatica. Potrebbero essere un paradigma del tutto nuovo, con il modo in cui cortocircuitano il modello di applicazione esistente. Dare agli utenti finali il potere di creare e modificare app al volo cambia fondamentalmente il modo in cui interagiamo con i computer. Al posto di una singola applicazione statica costruita da uno sviluppatore, un modello genererà un’applicazione su misura per l’utente e le sue esigenze immediate. Al posto della logica aziendale implementata nel codice, il modello interpreterà gli input dell’utente e aggiornerà l’interfaccia utente. È persino possibile che questo tipo di interfaccia generativa sostituisca completamente il sistema operativo, generando e gestendo interfacce e finestre al volo secondo necessità.

All’inizio, l’interfaccia generativa sarà un giocattolo, utile solo per l’esplorazione creativa e poche altre applicazioni di nicchia. Dopotutto, nessuno vorrebbe un’app di posta elettronica che occasionalmente invia email al tuo ex e mente sulla tua casella di posta. Ma gradualmente i modelli miglioreranno. Anche mentre si spingeranno ulteriormente nello spazio di esperienze completamente nuove, diventeranno lentamente abbastanza affidabili da essere utilizzati per un lavoro reale.

Piccoli pezzi di questo futuro esistono già. Anni fa Jonas Degrave ha dimostrato che ChatGPT poteva fare una buona simulazione di una riga di comando Linux. Allo stesso modo, websim.ai utilizza un LLM per generare siti web su richiesta mentre li navighi. Oasis, GameNGen e DIAMOND addestrano modelli video condizionati sull’azione su singoli videogiochi, permettendoti di giocare ad esempio a Doom dentro un grande modello. E Genie 2 genera videogiochi giocabili da prompt testuali. L’interfaccia generativa potrebbe ancora sembrare un’idea folle, ma non è così folle.

Ci sono enormi domande aperte su come apparirà tutto questo. Dove sarà inizialmente utile l’interfaccia generativa? Come condivideremo e distribuiremo le esperienze che creiamo collaborando con il modello, se esistono solo come contesto di un grande modello? Vorremmo davvero farlo? Quali nuovi tipi di esperienze saranno possibili? Come funzionerà tutto questo in pratica? I modelli genereranno interfacce come codice o produrranno direttamente pixel grezzi?

Non conosco ancora queste risposte. Dovremo sperimentare e scoprirlo!Che cosa significherebbe trattare l'IA come uno strumento invece che come una persona?

Dall’avvio di ChatGPT, le esplorazioni in due direzioni hanno preso velocità.

La prima direzione riguarda le capacità tecniche. Quanto grande possiamo addestrare un modello? Quanto bene può rispondere alle domande del SAT? Con quanta efficienza possiamo distribuirlo?

La seconda direzione riguarda il design dell’interazione. Come comunichiamo con un modello? Come possiamo usarlo per un lavoro utile? Quale metafora usiamo per ragionare su di esso?

La prima direzione è ampiamente seguita e enormemente finanziata, e per una buona ragione: i progressi nelle capacità tecniche sono alla base di ogni possibile applicazione. Ma la seconda è altrettanto cruciale per il campo e ha enormi incognite. Siamo solo a pochi anni dall’inizio dell’era dei grandi modelli. Quali sono le probabilità che abbiamo già capito i modi migliori per usarli?

Propongo una nuova modalità di interazione, in cui i modelli svolgano il ruolo di applicazioni informatiche (ad esempio app per telefoni): fornendo un’interfaccia grafica, interpretando gli input degli utenti e aggiornando il loro stato. In questa modalità, invece di essere un “agente” che utilizza un computer per conto dell’essere umano, l’IA può fornire un ambiente informatico più ricco e potente che possiamo utilizzare.

Metafore per l’interazione

Al centro di un’interazione c’è una metafora che guida le aspettative di un utente su un sistema. I primi giorni dell’informatica hanno preso metafore come “scrivanie”, “macchine da scrivere”, “fogli di calcolo” e “lettere” e le hanno trasformate in equivalenti digitali, permettendo all’utente di ragionare sul loro comportamento. Puoi lasciare qualcosa sulla tua scrivania e tornare a prenderlo; hai bisogno di un indirizzo per inviare una lettera. Man mano che abbiamo sviluppato una conoscenza culturale di questi dispositivi, la necessità di queste particolari metafore è scomparsa, e con esse i design di interfaccia skeumorfici che le rafforzavano. Come un cestino o una matita, un computer è ora una metafora di se stesso.

La metafora dominante per i grandi modelli oggi è modello-come-persona. Questa è una metafora efficace perché le persone hanno capacità estese che conosciamo intuitivamente. Implica che possiamo avere una conversazione con un modello e porgli domande; che il modello possa collaborare con noi su un documento o un pezzo di codice; che possiamo assegnargli un compito da svolgere da solo e che tornerà quando sarà finito.

Tuttavia, trattare un modello come una persona limita profondamente il nostro modo di pensare all’interazione con esso. Le interazioni umane sono intrinsecamente lente e lineari, limitate dalla larghezza di banda e dalla natura a turni della comunicazione verbale. Come abbiamo tutti sperimentato, comunicare idee complesse in una conversazione è difficile e dispersivo. Quando vogliamo precisione, ci rivolgiamo invece a strumenti, utilizzando manipolazioni dirette e interfacce visive ad alta larghezza di banda per creare diagrammi, scrivere codice e progettare modelli CAD. Poiché concepiamo i modelli come persone, li utilizziamo attraverso conversazioni lente, anche se sono perfettamente in grado di accettare input diretti e rapidi e di produrre risultati visivi. Le metafore che utilizziamo limitano le esperienze che costruiamo, e la metafora modello-come-persona ci impedisce di esplorare il pieno potenziale dei grandi modelli.

Per molti casi d’uso, e specialmente per il lavoro produttivo, credo che il futuro risieda in un’altra metafora: modello-come-computer.

Usare un’IA come un computer

Sotto la metafora modello-come-computer, interagiremo con i grandi modelli seguendo le intuizioni che abbiamo sulle applicazioni informatiche (sia su desktop, tablet o telefono). Nota che ciò non significa che il modello sarà un’app tradizionale più di quanto il desktop di Windows fosse una scrivania letterale. “Applicazione informatica” sarà un modo per un modello di rappresentarsi a noi. Invece di agire come una persona, il modello agirà come un computer.

Agire come un computer significa produrre un’interfaccia grafica. Al posto del flusso lineare di testo in stile telescrivente fornito da ChatGPT, un sistema modello-come-computer genererà qualcosa che somiglia all’interfaccia di un’applicazione moderna: pulsanti, cursori, schede, immagini, grafici e tutto il resto. Questo affronta limitazioni chiave dell’interfaccia di chat standard modello-come-persona:

Scoperta. Un buon strumento suggerisce i suoi usi. Quando l’unica interfaccia è una casella di testo vuota, spetta all’utente capire cosa fare e comprendere i limiti del sistema. La barra laterale Modifica in Lightroom è un ottimo modo per imparare l’editing fotografico perché non si limita a dirti cosa può fare questa applicazione con una foto, ma cosa potresti voler fare. Allo stesso modo, un’interfaccia modello-come-computer per DALL-E potrebbe mostrare nuove possibilità per le tue generazioni di immagini.

Efficienza. La manipolazione diretta è più rapida che scrivere una richiesta a parole. Per continuare l’esempio di Lightroom, sarebbe impensabile modificare una foto dicendo a una persona quali cursori spostare e di quanto. Ci vorrebbe un giorno intero per chiedere un’esposizione leggermente più bassa e una vibranza leggermente più alta, solo per vedere come apparirebbe. Nella metafora modello-come-computer, il modello può creare strumenti che ti permettono di comunicare ciò che vuoi più efficientemente e quindi di fare le cose più rapidamente.

A differenza di un’app tradizionale, questa interfaccia grafica è generata dal modello su richiesta. Questo significa che ogni parte dell’interfaccia che vedi è rilevante per ciò che stai facendo in quel momento, inclusi i contenuti specifici del tuo lavoro. Significa anche che, se desideri un’interfaccia più ampia o diversa, puoi semplicemente richiederla. Potresti chiedere a DALL-E di produrre alcuni preset modificabili per le sue impostazioni ispirati da famosi artisti di schizzi. Quando clicchi sul preset Leonardo da Vinci, imposta i cursori per disegni prospettici altamente dettagliati in inchiostro nero. Se clicchi su Charles Schulz, seleziona fumetti tecnicolor 2D a basso dettaglio.

Una bicicletta della mente proteiforme

La metafora modello-come-persona ha una curiosa tendenza a creare distanza tra l’utente e il modello, rispecchiando il divario di comunicazione tra due persone che può essere ridotto ma mai completamente colmato. A causa della difficoltà e del costo di comunicare a parole, le persone tendono a suddividere i compiti tra loro in blocchi grandi e il più indipendenti possibile. Le interfacce modello-come-persona seguono questo schema: non vale la pena dire a un modello di aggiungere un return statement alla tua funzione quando è più veloce scriverlo da solo. Con il sovraccarico della comunicazione, i sistemi modello-come-persona sono più utili quando possono fare un intero blocco di lavoro da soli. Fanno le cose per te.

Questo contrasta con il modo in cui interagiamo con i computer o altri strumenti. Gli strumenti producono feedback visivi in tempo reale e sono controllati attraverso manipolazioni dirette. Hanno un overhead comunicativo così basso che non è necessario specificare un blocco di lavoro indipendente. Ha più senso mantenere l’umano nel loop e dirigere lo strumento momento per momento. Come stivali delle sette leghe, gli strumenti ti permettono di andare più lontano a ogni passo, ma sei ancora tu a fare il lavoro. Ti permettono di fare le cose più velocemente.

Considera il compito di costruire un sito web usando un grande modello. Con le interfacce di oggi, potresti trattare il modello come un appaltatore o un collaboratore. Cercheresti di scrivere a parole il più possibile su come vuoi che il sito appaia, cosa vuoi che dica e quali funzionalità vuoi che abbia. Il modello genererebbe una prima bozza, tu la eseguirai e poi fornirai un feedback. “Fai il logo un po’ più grande”, diresti, e “centra quella prima immagine principale”, e “deve esserci un pulsante di login nell’intestazione”. Per ottenere esattamente ciò che vuoi, invierai una lista molto lunga di richieste sempre più minuziose.

Un’interazione alternativa modello-come-computer sarebbe diversa: invece di costruire il sito web, il modello genererebbe un’interfaccia per te per costruirlo, dove ogni input dell’utente a quell’interfaccia interroga il grande modello sotto il cofano. Forse quando descrivi le tue necessità creerebbe un’interfaccia con una barra laterale e una finestra di anteprima. All’inizio la barra laterale contiene solo alcuni schizzi di layout che puoi scegliere come punto di partenza. Puoi cliccare su ciascuno di essi, e il modello scrive l’HTML per una pagina web usando quel layout e lo visualizza nella finestra di anteprima. Ora che hai una pagina su cui lavorare, la barra laterale guadagna opzioni aggiuntive che influenzano la pagina globalmente, come accoppiamenti di font e schemi di colore. L’anteprima funge da editor WYSIWYG, permettendoti di afferrare elementi e spostarli, modificarne i contenuti, ecc. A supportare tutto ciò è il modello, che vede queste azioni dell’utente e riscrive la pagina per corrispondere ai cambiamenti effettuati. Poiché il modello può generare un’interfaccia per aiutare te e lui a comunicare più efficientemente, puoi esercitare più controllo sul prodotto finale in meno tempo.

La metafora modello-come-computer ci incoraggia a pensare al modello come a uno strumento con cui interagire in tempo reale piuttosto che a un collaboratore a cui assegnare compiti. Invece di sostituire un tirocinante o un tutor, può essere una sorta di bicicletta proteiforme per la mente, una che è sempre costruita su misura esattamente per te e il terreno che intendi attraversare.

Un nuovo paradigma per l’informatica?

I modelli che possono generare interfacce su richiesta sono una frontiera completamente nuova nell’informatica. Potrebbero essere un paradigma del tutto nuovo, con il modo in cui cortocircuitano il modello di applicazione esistente. Dare agli utenti finali il potere di creare e modificare app al volo cambia fondamentalmente il modo in cui interagiamo con i computer. Al posto di una singola applicazione statica costruita da uno sviluppatore, un modello genererà un’applicazione su misura per l’utente e le sue esigenze immediate. Al posto della logica aziendale implementata nel codice, il modello interpreterà gli input dell’utente e aggiornerà l’interfaccia utente. È persino possibile che questo tipo di interfaccia generativa sostituisca completamente il sistema operativo, generando e gestendo interfacce e finestre al volo secondo necessità.

All’inizio, l’interfaccia generativa sarà un giocattolo, utile solo per l’esplorazione creativa e poche altre applicazioni di nicchia. Dopotutto, nessuno vorrebbe un’app di posta elettronica che occasionalmente invia email al tuo ex e mente sulla tua casella di posta. Ma gradualmente i modelli miglioreranno. Anche mentre si spingeranno ulteriormente nello spazio di esperienze completamente nuove, diventeranno lentamente abbastanza affidabili da essere utilizzati per un lavoro reale.

Piccoli pezzi di questo futuro esistono già. Anni fa Jonas Degrave ha dimostrato che ChatGPT poteva fare una buona simulazione di una riga di comando Linux. Allo stesso modo, websim.ai utilizza un LLM per generare siti web su richiesta mentre li navighi. Oasis, GameNGen e DIAMOND addestrano modelli video condizionati sull’azione su singoli videogiochi, permettendoti di giocare ad esempio a Doom dentro un grande modello. E Genie 2 genera videogiochi giocabili da prompt testuali. L’interfaccia generativa potrebbe ancora sembrare un’idea folle, ma non è così folle.

Ci sono enormi domande aperte su come apparirà tutto questo. Dove sarà inizialmente utile l’interfaccia generativa? Come condivideremo e distribuiremo le esperienze che creiamo collaborando con il modello, se esistono solo come contesto di un grande modello? Vorremmo davvero farlo? Quali nuovi tipi di esperienze saranno possibili? Come funzionerà tutto questo in pratica? I modelli genereranno interfacce come codice o produrranno direttamente pixel grezzi?

Non conosco ancora queste risposte. Dovremo sperimentare e scoprirlo!

Tradotto da:\ https://willwhitney.com/computing-inside-ai.htmlhttps://willwhitney.com/computing-inside-ai.html

@ e6817453:b0ac3c39

I started a long series of articles about how to model different types of knowledge graphs in the relational model, which makes on-device memory models for AI agents possible.

We model-directed graphs

Also, graphs of entities

We even model hypergraphs

Last time, we discussed why classical triple and simple knowledge graphs are insufficient for AI agents and complex memory, especially in the domain of time-aware or multi-model knowledge.

So why do we need metagraphs, and what kind of challenge could they help us to solve?

• complex and nested event and temporal context and temporal relations as edges
• multi-mode and multilingual knowledge
• human-like memory for AI agents that has multiple contexts and relations between knowledge in neuron-like networks

MetaGraphs

A meta graph is a concept that extends the idea of a graph by allowing edges to become graphs. Meta Edges connect a set of nodes, which could also be subgraphs. So, at some level, node and edge are pretty similar in properties but act in different roles in a different context.
Also, in some cases, edges could be referenced as nodes.
This approach enables the representation of more complex relationships and hierarchies than a traditional graph structure allows. Let’s break down each term to understand better metagraphs and how they differ from hypergraphs and graphs.

Graph Basics

• A standard graph has a set of nodes (or vertices) and edges (connections between nodes).
• Edges are generally simple and typically represent a binary relationship between two nodes.
• For instance, an edge in a social network graph might indicate a “friend” relationship between two people (nodes).

Hypergraph

• A hypergraph extends the concept of an edge by allowing it to connect any number of nodes, not just two.
• Each connection, called a hyperedge, can link multiple nodes.
• This feature allows hypergraphs to model more complex relationships involving multiple entities simultaneously. For example, a hyperedge in a hypergraph could represent a project team, connecting all team members in a single relation.
• Despite its flexibility, a hypergraph doesn’t capture hierarchical or nested structures; it only generalizes the number of connections in an edge.

Metagraph

• A metagraph allows the edges to be graphs themselves. This means each edge can contain its own nodes and edges, creating nested, hierarchical structures.
• In a meta graph, an edge could represent a relationship defined by a graph. For instance, a meta graph could represent a network of organizations where each organization’s structure (departments and connections) is represented by its own internal graph and treated as an edge in the larger meta graph.
• This recursive structure allows metagraphs to model complex data with multiple layers of abstraction. They can capture multi-node relationships (as in hypergraphs) and detailed, structured information about each relationship.

Named Graphs and Graph of Graphs

As you can notice, the structure of a metagraph is quite complex and could be complex to model in relational and classical RDF setups. It could create a challenge of luck of tools and software solutions for your problem.
If you need to model nested graphs, you could use a much simpler model of Named graphs, which could take you quite far.

The concept of the named graph came from the RDF community, which needed to group some sets of triples. In this way, you form subgraphs inside an existing graph. You could refer to the subgraph as a regular node. This setup simplifies complex graphs, introduces hierarchies, and even adds features and properties of hypergraphs while keeping a directed nature.

It looks complex, but it is not so hard to model it with a slight modification of a directed graph.
So, the node could host graphs inside. Let's reflect this fact with a location for a node. If a node belongs to a main graph, we could set the location to null or introduce a main node . it is up to you

Nodes could have edges to nodes in different subgraphs. This structure allows any kind of nesting graphs. Edges stay location-free

Meta Graphs in Relational Model

Let’s try to make several attempts to model different meta-graphs with some constraints.

Directed Metagraph where edges are not used as nodes and could not contain subgraphs

In this case, the edge always points to two sets of nodes. This introduces an overhead of creating a node set for a single node. In this model, we can model empty node sets that could require application-level constraints to prevent such cases.

Directed Metagraph where edges are not used as nodes and could contain subgraphs

Adding a node set that could model a subgraph located in an edge is easy but could be separate from in-vertex or out-vert.
I also do not see a direct need to include subgraphs to a node, as we could just use a node set interchangeably, but it still could be a case.

Directed Metagraph where edges are used as nodes and could contain subgraphs

As you can notice, we operate all the time with node sets. We could simply allow the extension node set to elements set that include node and edge IDs, but in this case, we need to use uuid or any other strategy to differentiate node IDs from edge IDs. In this case, we have a collision of ephemeral edges or ephemeral nodes when we want to change the role and purpose of the node as an edge or vice versa.

A full-scale metagraph model is way too complex for a relational database.
So we need a better model.

Now, we have more flexibility but loose structural constraints. We cannot show that the element should have one vertex, one vertex, or both. This type of constraint has been moved to the application level. Also, the crucial question is about query and retrieval needs.
Any meta-graph model should be more focused on domain and needs and should be used in raw form. We did it for a pure theoretical purpose.

@ eb0157af:77ab6c55

A fake Uber driver steals $73,000 in XRP and $50,000 in Bitcoin after drugging an American tourist.

A U.S. citizen vacationing in the United Kingdom fell victim to a scam that cost him $123,000 in cryptocurrencies stored on his smartphone. The man was drugged by an individual posing as an Uber driver.

According to My London, Jacob Irwin-Cline had spent the evening at a London nightclub, consuming several alcoholic drinks before requesting an Uber ride home. The victim admitted he hadn’t carefully verified the booking details on his device, mistakenly getting into a private taxi driven by someone who, at first glance, resembled the expected Uber driver but was using a completely different vehicle.

Once inside the car, the American tourist reported that the driver offered him a cigarette, allegedly laced with scopolamine — a rare and powerful sedative. Irwin-Cline described how the smoke made him extremely docile and fatigued, causing him to lose consciousness for around half an hour.

Upon waking, the driver ordered the victim to get out of the vehicle. As Irwin-Cline stepped out, the man suddenly accelerated, running him over and fleeing with his mobile phone, which contained the private keys and access to his cryptocurrencies. Screenshots provided to MyLondon show that $73,000 worth of XRP and $50,000 in bitcoin had been transferred to various wallets.

This incident adds to a growing trend of kidnappings, extortions, armed robberies, and ransom attempts targeting crypto executives, investors, and their families.

Just a few weeks ago, the daughter and grandson of Pierre Noizat, CEO of crypto exchange Paymium, were targeted in a kidnapping attempt in Paris. The incident took place in broad daylight when attackers tried to force the family into a parked vehicle. However, Noizat’s daughter managed to fight off the assailants.

The post American tourist drugged and robbed: $123,000 in crypto stolen in London appeared first on Atlas21.

@ 91bea5cd:1df4451c

Básico

bash lsblk # Lista todos os diretorios montados.

Para criar o sistema de arquivos:

bash mkfs.btrfs -L "ThePool" -f /dev/sdx

Criando um subvolume:

bash btrfs subvolume create SubVol

Montando Sistema de Arquivos:

bash mount -o compress=zlib,subvol=SubVol,autodefrag /dev/sdx /mnt

Lista os discos formatados no diretório:

bash btrfs filesystem show /mnt

Adiciona novo disco ao subvolume:

bash btrfs device add -f /dev/sdy /mnt

Lista novamente os discos do subvolume:

bash btrfs filesystem show /mnt

Exibe uso dos discos do subvolume:

bash btrfs filesystem df /mnt

Balancea os dados entre os discos sobre raid1:

bash btrfs filesystem balance start -dconvert=raid1 -mconvert=raid1 /mnt

Scrub é uma passagem por todos os dados e metadados do sistema de arquivos e verifica as somas de verificação. Se uma cópia válida estiver disponível (perfis de grupo de blocos replicados), a danificada será reparada. Todas as cópias dos perfis replicados são validadas.

iniciar o processo de depuração :

bash btrfs scrub start /mnt

ver o status do processo de depuração Btrfs em execução:

bash btrfs scrub status /mnt

ver o status do scrub Btrfs para cada um dos dispositivos

bash btrfs scrub status -d / data btrfs scrub cancel / data

Para retomar o processo de depuração do Btrfs que você cancelou ou pausou:

btrfs scrub resume / data

Listando os subvolumes:

bash btrfs subvolume list /Reports

Criando um instantâneo dos subvolumes:

Aqui, estamos criando um instantâneo de leitura e gravação chamado snap de marketing do subvolume de marketing.

bash btrfs subvolume snapshot /Reports/marketing /Reports/marketing-snap

Além disso, você pode criar um instantâneo somente leitura usando o sinalizador -r conforme mostrado. O marketing-rosnap é um instantâneo somente leitura do subvolume de marketing

bash btrfs subvolume snapshot -r /Reports/marketing /Reports/marketing-rosnap

Forçar a sincronização do sistema de arquivos usando o utilitário 'sync'

Para forçar a sincronização do sistema de arquivos, invoque a opção de sincronização conforme mostrado. Observe que o sistema de arquivos já deve estar montado para que o processo de sincronização continue com sucesso.

bash btrfs filsystem sync /Reports

Para excluir o dispositivo do sistema de arquivos, use o comando device delete conforme mostrado.

bash btrfs device delete /dev/sdc /Reports

Para sondar o status de um scrub, use o comando scrub status com a opção -dR .

bash btrfs scrub status -dR / Relatórios

Para cancelar a execução do scrub, use o comando scrub cancel .

bash $ sudo btrfs scrub cancel / Reports

Para retomar ou continuar com uma depuração interrompida anteriormente, execute o comando de cancelamento de depuração

bash sudo btrfs scrub resume /Reports

mostra o uso do dispositivo de armazenamento:

btrfs filesystem usage /data

Para distribuir os dados, metadados e dados do sistema em todos os dispositivos de armazenamento do RAID (incluindo o dispositivo de armazenamento recém-adicionado) montados no diretório /data , execute o seguinte comando:

sudo btrfs balance start --full-balance /data

Pode demorar um pouco para espalhar os dados, metadados e dados do sistema em todos os dispositivos de armazenamento do RAID se ele contiver muitos dados.

Opções importantes de montagem Btrfs

Nesta seção, vou explicar algumas das importantes opções de montagem do Btrfs. Então vamos começar.

As opções de montagem Btrfs mais importantes são:

**1. acl e noacl

**ACL gerencia permissões de usuários e grupos para os arquivos/diretórios do sistema de arquivos Btrfs.

A opção de montagem acl Btrfs habilita ACL. Para desabilitar a ACL, você pode usar a opção de montagem noacl .

Por padrão, a ACL está habilitada. Portanto, o sistema de arquivos Btrfs usa a opção de montagem acl por padrão.

**2. autodefrag e noautodefrag

**Desfragmentar um sistema de arquivos Btrfs melhorará o desempenho do sistema de arquivos reduzindo a fragmentação de dados.

A opção de montagem autodefrag permite a desfragmentação automática do sistema de arquivos Btrfs.

A opção de montagem noautodefrag desativa a desfragmentação automática do sistema de arquivos Btrfs.

Por padrão, a desfragmentação automática está desabilitada. Portanto, o sistema de arquivos Btrfs usa a opção de montagem noautodefrag por padrão.

**3. compactar e compactar-forçar

**Controla a compactação de dados no nível do sistema de arquivos do sistema de arquivos Btrfs.

A opção compactar compacta apenas os arquivos que valem a pena compactar (se compactar o arquivo economizar espaço em disco).

A opção compress-force compacta todos os arquivos do sistema de arquivos Btrfs, mesmo que a compactação do arquivo aumente seu tamanho.

O sistema de arquivos Btrfs suporta muitos algoritmos de compactação e cada um dos algoritmos de compactação possui diferentes níveis de compactação.

Os algoritmos de compactação suportados pelo Btrfs são: lzo , zlib (nível 1 a 9) e zstd (nível 1 a 15).

Você pode especificar qual algoritmo de compactação usar para o sistema de arquivos Btrfs com uma das seguintes opções de montagem:

• compress=algoritmo:nível
• compress-force=algoritmo:nível

Para obter mais informações, consulte meu artigo Como habilitar a compactação do sistema de arquivos Btrfs .

**4. subvol e subvolid

**Estas opções de montagem são usadas para montar separadamente um subvolume específico de um sistema de arquivos Btrfs.

A opção de montagem subvol é usada para montar o subvolume de um sistema de arquivos Btrfs usando seu caminho relativo.

A opção de montagem subvolid é usada para montar o subvolume de um sistema de arquivos Btrfs usando o ID do subvolume.

Para obter mais informações, consulte meu artigo Como criar e montar subvolumes Btrfs .

**5. dispositivo

A opção de montagem de dispositivo** é usada no sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs.

Em alguns casos, o sistema operacional pode falhar ao detectar os dispositivos de armazenamento usados em um sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs. Nesses casos, você pode usar a opção de montagem do dispositivo para especificar os dispositivos que deseja usar para o sistema de arquivos de vários dispositivos Btrfs ou RAID.

Você pode usar a opção de montagem de dispositivo várias vezes para carregar diferentes dispositivos de armazenamento para o sistema de arquivos de vários dispositivos Btrfs ou RAID.

Você pode usar o nome do dispositivo (ou seja, sdb , sdc ) ou UUID , UUID_SUB ou PARTUUID do dispositivo de armazenamento com a opção de montagem do dispositivo para identificar o dispositivo de armazenamento.

Por exemplo,

• dispositivo=/dev/sdb
• dispositivo=/dev/sdb,dispositivo=/dev/sdc
• dispositivo=UUID_SUB=490a263d-eb9a-4558-931e-998d4d080c5d
• device=UUID_SUB=490a263d-eb9a-4558-931e-998d4d080c5d,device=UUID_SUB=f7ce4875-0874-436a-b47d-3edef66d3424

**6. degraded

A opção de montagem degradada** permite que um RAID Btrfs seja montado com menos dispositivos de armazenamento do que o perfil RAID requer.

Por exemplo, o perfil raid1 requer a presença de 2 dispositivos de armazenamento. Se um dos dispositivos de armazenamento não estiver disponível em qualquer caso, você usa a opção de montagem degradada para montar o RAID mesmo que 1 de 2 dispositivos de armazenamento esteja disponível.

**7. commit

A opção commit** mount é usada para definir o intervalo (em segundos) dentro do qual os dados serão gravados no dispositivo de armazenamento.

O padrão é definido como 30 segundos.

Para definir o intervalo de confirmação para 15 segundos, você pode usar a opção de montagem commit=15 (digamos).

**8. ssd e nossd

A opção de montagem ssd** informa ao sistema de arquivos Btrfs que o sistema de arquivos está usando um dispositivo de armazenamento SSD, e o sistema de arquivos Btrfs faz a otimização SSD necessária.

A opção de montagem nossd desativa a otimização do SSD.

O sistema de arquivos Btrfs detecta automaticamente se um SSD é usado para o sistema de arquivos Btrfs. Se um SSD for usado, a opção de montagem de SSD será habilitada. Caso contrário, a opção de montagem nossd é habilitada.

**9. ssd_spread e nossd_spread

A opção de montagem ssd_spread** tenta alocar grandes blocos contínuos de espaço não utilizado do SSD. Esse recurso melhora o desempenho de SSDs de baixo custo (baratos).

A opção de montagem nossd_spread desativa o recurso ssd_spread .

O sistema de arquivos Btrfs detecta automaticamente se um SSD é usado para o sistema de arquivos Btrfs. Se um SSD for usado, a opção de montagem ssd_spread será habilitada. Caso contrário, a opção de montagem nossd_spread é habilitada.

**10. descarte e nodiscard

Se você estiver usando um SSD que suporte TRIM enfileirado assíncrono (SATA rev3.1), a opção de montagem de descarte** permitirá o descarte de blocos de arquivos liberados. Isso melhorará o desempenho do SSD.

Se o SSD não suportar TRIM enfileirado assíncrono, a opção de montagem de descarte prejudicará o desempenho do SSD. Nesse caso, a opção de montagem nodiscard deve ser usada.

Por padrão, a opção de montagem nodiscard é usada.

**11. norecovery

Se a opção de montagem norecovery** for usada, o sistema de arquivos Btrfs não tentará executar a operação de recuperação de dados no momento da montagem.

**12. usebackuproot e nousebackuproot

Se a opção de montagem usebackuproot for usada, o sistema de arquivos Btrfs tentará recuperar qualquer raiz de árvore ruim/corrompida no momento da montagem. O sistema de arquivos Btrfs pode armazenar várias raízes de árvore no sistema de arquivos. A opção de montagem usebackuproot** procurará uma boa raiz de árvore e usará a primeira boa que encontrar.

A opção de montagem nousebackuproot não verificará ou recuperará raízes de árvore inválidas/corrompidas no momento da montagem. Este é o comportamento padrão do sistema de arquivos Btrfs.

**13. space_cache, space_cache=version, nospace_cache e clear_cache

A opção de montagem space_cache** é usada para controlar o cache de espaço livre. O cache de espaço livre é usado para melhorar o desempenho da leitura do espaço livre do grupo de blocos do sistema de arquivos Btrfs na memória (RAM).

O sistema de arquivos Btrfs suporta 2 versões do cache de espaço livre: v1 (padrão) e v2

O mecanismo de cache de espaço livre v2 melhora o desempenho de sistemas de arquivos grandes (tamanho de vários terabytes).

Você pode usar a opção de montagem space_cache=v1 para definir a v1 do cache de espaço livre e a opção de montagem space_cache=v2 para definir a v2 do cache de espaço livre.

A opção de montagem clear_cache é usada para limpar o cache de espaço livre.

Quando o cache de espaço livre v2 é criado, o cache deve ser limpo para criar um cache de espaço livre v1 .

Portanto, para usar o cache de espaço livre v1 após a criação do cache de espaço livre v2 , as opções de montagem clear_cache e space_cache=v1 devem ser combinadas: clear_cache,space_cache=v1

A opção de montagem nospace_cache é usada para desabilitar o cache de espaço livre.

Para desabilitar o cache de espaço livre após a criação do cache v1 ou v2 , as opções de montagem nospace_cache e clear_cache devem ser combinadas: clear_cache,nosapce_cache

**14. skip_balance

Por padrão, a operação de balanceamento interrompida/pausada de um sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs será retomada automaticamente assim que o sistema de arquivos Btrfs for montado. Para desabilitar a retomada automática da operação de equilíbrio interrompido/pausado em um sistema de arquivos Btrfs de vários dispositivos ou RAID Btrfs, você pode usar a opção de montagem skip_balance .**

**15. datacow e nodatacow

A opção datacow** mount habilita o recurso Copy-on-Write (CoW) do sistema de arquivos Btrfs. É o comportamento padrão.

Se você deseja desabilitar o recurso Copy-on-Write (CoW) do sistema de arquivos Btrfs para os arquivos recém-criados, monte o sistema de arquivos Btrfs com a opção de montagem nodatacow .

**16. datasum e nodatasum

A opção datasum** mount habilita a soma de verificação de dados para arquivos recém-criados do sistema de arquivos Btrfs. Este é o comportamento padrão.

Se você não quiser que o sistema de arquivos Btrfs faça a soma de verificação dos dados dos arquivos recém-criados, monte o sistema de arquivos Btrfs com a opção de montagem nodatasum .

Perfis Btrfs

Um perfil Btrfs é usado para informar ao sistema de arquivos Btrfs quantas cópias dos dados/metadados devem ser mantidas e quais níveis de RAID devem ser usados para os dados/metadados. O sistema de arquivos Btrfs contém muitos perfis. Entendê-los o ajudará a configurar um RAID Btrfs da maneira que você deseja.

Os perfis Btrfs disponíveis são os seguintes:

single : Se o perfil único for usado para os dados/metadados, apenas uma cópia dos dados/metadados será armazenada no sistema de arquivos, mesmo se você adicionar vários dispositivos de armazenamento ao sistema de arquivos. Assim, 100% do espaço em disco de cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos pode ser utilizado.

dup : Se o perfil dup for usado para os dados/metadados, cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos manterá duas cópias dos dados/metadados. Assim, 50% do espaço em disco de cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos pode ser utilizado.

raid0 : No perfil raid0 , os dados/metadados serão divididos igualmente em todos os dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, não haverá dados/metadados redundantes (duplicados). Assim, 100% do espaço em disco de cada um dos dispositivos de armazenamento adicionados ao sistema de arquivos pode ser usado. Se, em qualquer caso, um dos dispositivos de armazenamento falhar, todo o sistema de arquivos será corrompido. Você precisará de pelo menos dois dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid0 .

raid1 : No perfil raid1 , duas cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, a matriz RAID pode sobreviver a uma falha de unidade. Mas você pode usar apenas 50% do espaço total em disco. Você precisará de pelo menos dois dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid1 .

raid1c3 : No perfil raid1c3 , três cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, a matriz RAID pode sobreviver a duas falhas de unidade, mas você pode usar apenas 33% do espaço total em disco. Você precisará de pelo menos três dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid1c3 .

raid1c4 : No perfil raid1c4 , quatro cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos. Nesta configuração, a matriz RAID pode sobreviver a três falhas de unidade, mas você pode usar apenas 25% do espaço total em disco. Você precisará de pelo menos quatro dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid1c4 .

raid10 : No perfil raid10 , duas cópias dos dados/metadados serão armazenadas nos dispositivos de armazenamento adicionados ao sistema de arquivos, como no perfil raid1 . Além disso, os dados/metadados serão divididos entre os dispositivos de armazenamento, como no perfil raid0 .

O perfil raid10 é um híbrido dos perfis raid1 e raid0 . Alguns dos dispositivos de armazenamento formam arrays raid1 e alguns desses arrays raid1 são usados para formar um array raid0 . Em uma configuração raid10 , o sistema de arquivos pode sobreviver a uma única falha de unidade em cada uma das matrizes raid1 .

Você pode usar 50% do espaço total em disco na configuração raid10 . Você precisará de pelo menos quatro dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid10 .

raid5 : No perfil raid5 , uma cópia dos dados/metadados será dividida entre os dispositivos de armazenamento. Uma única paridade será calculada e distribuída entre os dispositivos de armazenamento do array RAID.

Em uma configuração raid5 , o sistema de arquivos pode sobreviver a uma única falha de unidade. Se uma unidade falhar, você pode adicionar uma nova unidade ao sistema de arquivos e os dados perdidos serão calculados a partir da paridade distribuída das unidades em execução.

Você pode usar 1 00x(N-1)/N % do total de espaços em disco na configuração raid5 . Aqui, N é o número de dispositivos de armazenamento adicionados ao sistema de arquivos. Você precisará de pelo menos três dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid5 .

raid6 : No perfil raid6 , uma cópia dos dados/metadados será dividida entre os dispositivos de armazenamento. Duas paridades serão calculadas e distribuídas entre os dispositivos de armazenamento do array RAID.

Em uma configuração raid6 , o sistema de arquivos pode sobreviver a duas falhas de unidade ao mesmo tempo. Se uma unidade falhar, você poderá adicionar uma nova unidade ao sistema de arquivos e os dados perdidos serão calculados a partir das duas paridades distribuídas das unidades em execução.

Você pode usar 100x(N-2)/N % do espaço total em disco na configuração raid6 . Aqui, N é o número de dispositivos de armazenamento adicionados ao sistema de arquivos. Você precisará de pelo menos quatro dispositivos de armazenamento para configurar o sistema de arquivos Btrfs no perfil raid6 .

@ eb0157af:77ab6c55

Banking giants JPMorgan, Bank of America, Citigroup, and Wells Fargo are in talks to develop a unified stablecoin solution.

According to the Wall Street Journal on May 22, some of the largest financial institutions in the United States are exploring the possibility of joining forces to launch a stablecoin.

Subsidiaries of JPMorgan, Bank of America, Citigroup, and Wells Fargo have initiated preliminary discussions for a joint stablecoin issuance, according to sources close to the matter cited by the WSJ. Also at the negotiating table are Early Warning Services, the parent company of the digital payments network Zelle, and the payment network Clearing House.

The talks are reportedly still in the early stages, and any final decision could change depending on regulatory developments and market demand for stablecoins.

Stablecoin regulation

On May 20, the US Senate voted 66 to 32 to advance discussion of the Guiding and Establishing National Innovation for US Stablecoins Act (GENIUS Act), a specific law to regulate stablecoins. The bill outlines a regulatory framework for stablecoin collateralization and mandates compliance with anti-money laundering rules.

David Sacks, White House crypto advisor, expressed optimism about the bill’s bipartisan approval. However, senior Democratic Party officials intend to amend the bill to include a clause preventing former President Donald Trump and other US officials from profiting from stablecoins.

Demand for stablecoins has increased, with total market capitalization rising to $245 billion from $205 billion at the beginning of the year, a 20% increase.

The post Major US banks consider launching a joint stablecoin appeared first on Atlas21.

@ 3283ef81:0a531a33

Why
is
this
not

on
separate
lines

@ 9223d2fa:b57e3de7

12,600 steps

@ bf47c19e:c3d2573b

Originalni tekst na bitcoin-balkan.com.

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Pregled sadržaja

1. Definisanje novca
2. Šta je sredstvo razmene?
3. Šta je obračunska jedinica?
4. Šta je zaliha vrednosti?
5. Zašto su važne funkcije novca?
6. Novac Gubi Funkciju: Alhemičar iz Njutonije
7. Eksploatacija pomoću Novca: Agri Perle
8. Novac Gubi Funkciju 2. Deo: Kejnslandski Bankar
9. Da li nas novac danas eksploatiše?
10. Šta je novac, i zašto trebate da brinete?
11. Efikasnija Ušteda Novca
12. Zasluge
13. Molim vas da šerujete!

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Google izveštava o stalnom povećanju interesa u svetu za pitanje „Šta je novac?“ koji se postavlja iz godine u godinu, od 2004. do 2021., a sa naglim porastom nakon finansijske krize 2008. godine.

I izgleda se da niko nema dobar odgovor za to.

Godišnji proseci mesečnih interesa za pretragu. 100 predstavlja najveći interes za pretragu tokom čitavog perioda, koji se dogodio u decembru 2019. Podaci sa Google Trends-a.

Međutim, odgovaranje na ovo naizgled jednostavno pitanje pomoći će vam da razjasnite ulogu novca u vašem životu. Jednom kada shvatite kako novac funkcioniše, tačno ćete videti i zašto svet danas ludi – i šta učiniti povodom toga. Zato hajde da se udubimo u to.

Na pitanje šta je novac, većina ljudi otvori svoje novčanike i pokaže nekoliko novčanica – “evo, ovo je novac!”

Ali po čemu se ove novčanice razlikuju od stranica vaše omiljene knjige? Pa, naravno, zavod za izradu novčanica te zemlje je odštampao te novčanice iz vašeg novčanika kako bi se oduprla falsifikovanju, i svi ih koriste da bi kupili odredjene stvari.

Međutim, Nemačka Marka imala je sva ova svojstva u prošlosti – ali preduzeća danas ne prihvataju te novčanice. Zapravo, građani Nemačke su početkom dvadesetih godina prošlog veka spaljivali papirne Marke kako bi grejali svoje domove. Marka je imala veću vrednost kao papir za potpalu nego kao novac!

1923. nemačka valuta poznata kao Marka bila je jeftinija od uglja i drveta!

Pa šta to čini novac, novcem?

Ispostavilo se da ovo nije pitanje na koje je lako dati odgovor.

Definisanje novca

Novac nije fizička stvar poput novčanice dolara. Novac je društveni sistem koji koristimo da bismo olakšali trgovinu robom i uslugama. Međutim, tokom istorije fizička monetarna dobra igrala su ključnu ulogu u društvenom sistemu novca, često kao znakovi koji predstavljaju vrednost u monetarnom sistemu. Ovaj sistem ima tri funkcije: 1) Sredstvo Razmene, 2) Obračunsku Jedinicu i 3) Zalihu Vrednosti.

Odakle dolaze ove funkcije, i zašto su one vredne?

Šta je sredstvo razmene?

Sredstvo razmene je neko dobro koje se obično razmenjuje za drugo dobro. Najčešće objašnjenje za to kako su se pojavila sredstva razmene glasi otprilike ovako: Boris ima ječam i želeo bi da kupi ovcu od Marka. Marko ima ovce, ali želi samo piliće. Ana ima piliće, ali ona ne želi ječam ili ovce.

To se naziva problem sticaja potreba: dve strane moraju da žele ono što druga ima da bi mogle da trguju. Ako se želje dve osobe ne podudaraju, oni moraju da pronađu druge ljude sa kojima će trgovati dok svi ne pronađu dobro koje žele.

Ljudi koji trguju robom i uslugama moraju da imaju potrebe koje se podudaraju.

Vremenom, veoma je verovatno da će se određena vrsta robe, poput pšenice, pojaviti kao sredstvo razmene jer su je mnogi ljudi želeli. Uzimajući pšenicu kao primer: pšenica je rešila “sticaje potreba” u mnogim zanatima, jer čak i ako onaj koji prima pšenicu a nije želeo da je koristi za sebe, znao je da će je neko drugi želeti.

Ovo nazivamo prodajnost imovine.

Pšenica je dobar primer dobra za prodaju jer svi moraju da jedu, a od pšenice se pravi hleb. Pšenica ima vrednost kao sastojak hleba i kao dobro koje olakšava trgovinu rešavanjem problema „sticaja potreba“.

Razmislite o svojoj želji da dobijete više novčanica u eurima ili drugoj valuti. Ne možete da jedete novčanice da biste preživeli, a i ne bi vam bile od velike koristi ako poželite da ih koristite kao građevinski materijal za vašu kuću. Međutim, znate da sa tim novčanicama možete da kupite hranu i kuću.

Stvarne fizičke novčanice su beskorisne za vas. Novčanice su vam dragocene samo zato što će ih drugi prihvatiti za stvari koje su vama korisne.

Tokom dugog perioda istorije, novac je evoluirao do te mere da monetarno dobro može imati vrednost, a da to dobro ne služi za bilo koju drugu ‘suštinsku’ upotrebu, poput hrane ili energije. Umesto toga, njegova upotreba je zaliha vrednosti i jednostavna zamena za drugu robu u bilo kom trenutku koji poželite.

Šta jedno dobro čini poželjnijim i prodajnijim od drugog dobra?

Deljivost

Definicija: Sposobnost podele dobra na manje količine.

Loš Primer: Dijamante je teško podeliti na manje komade. Za zajednicu od hiljada ljudi koji dnevno izvrše milione transakcija, dijamanti čine loše sredstvo razmene. Previše su retki i nedeljivi da bi se koristili za mnoge transakcije.

Ujednačenost

Definicija: Sličnost pojedinačnih jedinica odredjenog dobra.

Loš Primer: Krave nisu ujednačene – neke su veće, neke manje, neke bolesne, neke zdrave. Sa druge strane, unca čistog zlata je jednolična – jedna unca je potpuno ista kao sledeća. Ovo svojstvo se takođe često naziva zamenljivost.

Prenosivost

Definicija: Lakoća transporta dobra.

Loš Primer: Krava nije baš prenosiva. Zlatnici su prilično prenosivi. Papirne novčanice su još prenošljivije. Knjiga u kojoj se jednostavno beleži vlasništvo nad tim vrednostima (poput Rai kamenog sistema ili digitalnog bankovnog računa) je neverovatno prenosiva, jer nema fizičkog dobra koje treba nositi sa sobom za kupovinu. Postoji samo sistem za evidentiranje vlasništva nad tim vrednostima u nematerijalnom obliku.

Kako dobro postaje sredstvo razmene?

Dobra postaju, i ostaju sredstva razmene zbog svoje univerzalne potražnje, takođe poznate kao njihova prodajnost, čemu pomažu svojstva koja su gore nabrojana.

Mnogo različitih dobara mogu u različitoj meri delovati kao sredstva razmene u ekonomiji. Danas, naša globalna ekonomija koristi valute koje izdaju države, zlato, pa čak i robu poput nafte kao sredstvo razmene.

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Šta je obračunska jedinica?

Stvari se komplikuju kada u ekonomiji postoji mnogo robe koja se prodaje. Čak i sa samo 5 dobara, postoji 10 “kurseva razmene” između svake robe kojih svi u ekonomiji moraju da se sete: 1 svinja se menja za 15 pilića, 1 pile se menja za 15 litara mleka, desetak jaja se menja za 15 litara mleka, i tako dalje. Ako ekonomija ima 50 dobara, među njima postoji 1.225 “kurseva razmene”!

Sredstvo za merenje vrednosti

Zamislite obračunsku jedinicu kao sredstvo za merenje vrednosti. Umesto da se sećamo vrednosti svakog dobra u poredjenju sa drugim dobrima, mi samo treba da se setimo vrednosti svakog dobra u poredjenju sa jednim dobrom – obračunskom jedinicom.

Umesto da se setimo 1.225 kurseva razmene kada imamo 50 proizvoda na tržištu, mi treba da zapamtimo samo 50 cena.

Na primer, ne treba da se sećamo da litar mleka vredi 1/15 piletine ili desetak jaja, možemo da se samo setimo da litar mleka košta 1USD.

Poređenje dobara je lakše sa obračunskom jedinicom

Obračunska jedinica takođe olakšava upoređivanje vrednosti i donošenje odluka. Zamislite da pokušavate da kupite par Nike Air Jordan patika kada ih jedan prodavac prodaje za jedno pile, a drugi za 50 klipova kukuruza.

Šta je zaliha vrednosti?

Do sada smo gledali samo primere transakcija koje se odvijaju u određenom trenutku u vremenu.

Međutim, ljudi vrše transakcije tokom vremena – oni štede novac i troše ga kasnije. Da bi odredjeno dobro moglo da funkcioniše pravilno kao monetarno dobro, ono treba da održi vrednost tokom vremena.

Novac koji vremenom dobro drži vrednost daje njegovom imaocu više izbora kada će taj novac da potroši.

To znači da prodajnost dobra uključuje njegovu sposobnost da održi vrednost tokom vremena.

Šta jedno dobro čini boljom zalihom vrednosti od drugog dobra?

Trajnost

Definicija: Sposobnost dobra da vremenom zadrži svoj oblik.

Loš Primer: Jagode čine lošu zalihu vrednosti jer se lako oštete i brzo trunu.

Odluka je daleko lakša ako jedan prodavac naplaćuje 150 USD, a drugi 200 USD – odmah je očigledno koja je bolja ponuda jer su vrednosti izražene u istoj jedinici.

Teške za Proizvodnju

Definicija: Teškoće koje ljudi imaju u proizvodnji veće količine dobra.

Loš Primer: Papirne novčanice predstavljaju lošu zalihu vrednosti jer banke i vlade mogu jeftino da ih naprave.

Sa zlatom je suprotno – u ponudi se nalazi ograničena količina uprkos velikoj potražnji za njim, jednostavno zato što ga je vrlo teško iskopati iz zemlje. Ova ograničena ponuda osigurava da svaka jedinica zlata održi vrednost tokom vremena.

Kako dobra postaju zalihe vrednosti?

Dobro postaje zaliha vrednosti ako se vremenom pokaže trajnim i teškim za proizvodnju.

Samo će vreme pokazati da li je neko dobro zaista trajno i da li ga je teško proizvesti. Zbog toga neki oblici novca su postojali vekovima pre nego što je neko otkrio način da ih proizvede više, i na kraju se to dobro više nije koristilo kao novac.

Ovo je priča o školjkama, Rai kamenju i mnogim drugim oblicima novca tokom istorije.

Zlato je primer dobra koje je hiljadama godina služilo kao dobra zaliha vrednosti. Zlato se ne razgrađuje tokom vremena i još uvek ga je teško proizvesti. Hiljadama godina alhemičari su bezuspešno pokušavali da sintetišu zlato iz jeftinih materijala.

Čak i sa današnjim naprednim rudarskim tehnikama, svake godine svi svetski rudnici zlata zajedno mogu da proizvedu samo 2% od ukupne ponude zlata u prometu.

Teškoće u proizvodnji zlata daju izuzetno visok odnos “zaliha i protoka”: zaliha je broj postojećih jedinica, a protok su nove jedinice stvorene tokom određenog vremenskog perioda. Svake godine se stvori vrlo malo novih jedinica zlata, iako je potražnja za zlatom obično vrlo velika.

Kombinujući ovo sa deljivošću, ujednačenošću i prenosivošću zlata, nije ni čudo što je zlato čovečanstvu služilo kao monetarno dobro tokom poslednjih 5.000 godina. Pošto je zlato teško proizvesti, možemo ga nazvati teškim novcem (hard money).

Kao rezultat toga, svoju vrednost je u velikoj meri zadržao kroz milenijume. Cena većine dobara i usluga u pogledu zlata zapravo se vremenom smanjivala kao rezultat tehnoloških inovacija, koje sve proizvode čine jeftinijim.

Uzmimo na primer cene hrane prema praćenju Kancelarije za hranu i poljoprivredu UN-a: sa obzirom na skokove u poljoprivrednoj tehnologiji tokom poslednjih 60 godina, cene hrane drastično su pale kada se procenjuju u zlatu. To čak i važi uprkos činjenici da obični ljudi retko koriste zlato za kupovinu stvari.

Cene hrane su padale u pogledu zlata tokom proteklih 60 godina, i mnogo pre toga (FAO Indeks Cena Hrane u Zlatu)

Zaliha vrednosti omogućava ljudima da uštede novac kako bi mogli da ga ulažu u pokretanje preduzeća i obrazovanje, povećavajući produktivnost društva.

Monetarna dobra koja dobro čuvaju vrednost takođe podstiču dugoročniji pogled na život, ili kratke vremenske preference. Pojedinac može da radi 10 godina, uštedi odredjeno monetarno dobro koje je dobra zaliha vrednosti, i nema potrebe da se plaši da će njegova ušteđevina biti izbrisana krahom tržišta ili povećanjem ponude tog dobra.

Zašto su važne funkcije novca?

Kada neki oblik novca izgubi bilo koju od svojih važnih funkcija kao što su sredstvo razmene, obračunska jedinica i zaliha vrednosti, celokupna ekonomija i društvo mogu da se rastrgnu.

Tokom istorije često vidimo grupe ljudi koje eksploatišu druge iskorišćavajući nesporazume o novcu i važnosti njegovih funkcija.

Sledeće, proći ću kroz istoriju novca, prvo hipotetički da bih ilustrovao poentu, a zatim ću preći na stvarne istorijske primere. Kroz ove primere videćemo štetne efekte na društva u slučajevima kada se izgubi samo jedna od tih ključnih funkcija novca.

Novac Gubi Funkciju: Alhemičar iz Njutonije

Kroz istoriju, mnoga dobra su dolazila i odlazila kao oblici novca. Na žalost, kada se neki oblik novca ukine, ponekad postoji grupa ljudi koja eksploatiše drugi oblik manipulišući tim novcem.

Hajde da pogledamo hipotetičko selo zvano Njutonija da bismo razumeli kako dolazi do ove eksploatacije.

Zelene perle postaju Novac

Tokom stotina godina ribolova u obližnjoj reci, stanovnici Njutonije sakupljali su zelene perle iz vode. Zrnca su mala, lagana, izdržljiva, jednolična i retko se pojavljuju u reci. Ljudi prvo priželjkuju perle zbog svoje lepote. Na kraju, seljani shvataju da svi drugi žele perle – one se vrlo lako mogu prodati. Zrnca uskoro postaju sredstvo razmene i obračunska jedinica u selu: pile je 5 zrna, vreća jabuka 2 zrna, krava 80 zrna.

Ukupna ponuda perli je prilično konstantna i cene se vremenom ne menjaju mnogo. Seoski starešina je uveren da može da se opustiti u poslednjim danima živeći od svoje velike zalihe perli.

Alhemičar stvara više perli

Seoski alhemičar je poželeo da bude bogat čovek, ali nije voleo da vredno radi na tome. Umesto da traži perle u reci ili da prodaje vrednu robu drugim seljanima, on sedeo je u svojoj laboratoriji. Na kraju je otkrio kako da lako stvori stotine perli sa malo peska i vatre.

Seljani koji su tragali za perlama u reci bili su srećni ako bi svaki dan pronašli po 1 zrno. Alhemičar je mogao da proizvede stotine uz malo napora.

Alhemičar troši svoje perle

Budući da je bio prilično zao, alhemičar nije svoj metod pravljenja zrna delio ni sa kim drugim. Stvorio je sebi još više perli i počeo da ih troši za dobra na tržištu u Njutoniji. Tokom sledećih meseci, alhemičar je kupio farmu pilića, nekoliko krava, finu svilu, posteljine i ogromno imanje. On je imao priliku da kupi ova dobra po normalnim cenama na tržištu.

Alhemičarevo trošenje ostavljalo je seljanima mnogo perli, ali malo njihove vredne robe.

Svi seljani su se osećali bogatima – imali su tone perli! Međutim, polako su primetili da i svi ostali takodje imaju tone.

Cene počinju da rastu

Uzgajivač pilića primetio je da sva roba koju je trebalo da kupi na pijaci poskupela. Džak jabuka sada se prodaje za 100 perli – 50 puta više od njihove cene pre nekoliko meseci!

Iako je sada imao hiljade perli, uskoro bi mogao da ostane bez njih zbog ovih cena. Pitao se – da li zaista može sebi da priušti da prodaje svoje piliće za samo 5 perli po komadu? Morao je i on da podigne svoje cene.

Jednostavno rečeno, kao rezultat alhemičarevog trošenja njegovih novostvorenih perli, bilo je previše perli koje su jurile premalo dobara – pa su cene porasle.

Kupci robe bili su spremni da potroše više perli da bi kupili potrebna dobra. Prodavci robe su trebali da naplate više da bi bili sigurni da su zaradili dovoljno da kupe potrebna dobra za sebe.

Budući da su cene svih dobara porasle, možemo reći da se vrednost svake perle smanjila.

Nejednakost bogatstva raste

Seoski starešina, koji je vredno radio da sačuva hiljade perli, sada se našao osiromašenim i gladnim. U međuvremenu, alhemičar je udobno sedeo na svom velikom imanju sa kravama, pilićima i slugama koji su se brinuli za svaki njegov hir.

Alhemičar je efikasno ukrao bogatstvo celog sela, tako što je jeftino proizvodio perle i koristio ih za kupovinu vredne robe.

Ono što je najvažnije, kupio je robu pre nego što je tržište shvatilo da je više perli u opticaju i da ima manje robe, što je dovelo do rasta cena. Ova dodatna proizvodnja perli nije dodala korisnu robu ili usluge selu.

Eksploatacija pomoću Novca: Agri Perle

Nažalost, priča o alhemičaru iz Njutonije nije u potpunosti hipotetička. Ovaj prenos bogatstva kroz stvaranje novca ima istorijske i moderne presedane.

Na primer, afrička plemena su nekada koristila staklene perle, poznate kao “agri perle”, kao sredstvo razmene. U to vreme plemenskim ljudima je bilo veoma teško da prave staklene perle, i one su predstavljale težak novac unutar njihovog plemenskog društva.

Niko nije mogao jeftino da proizvede perle i koristiti ih za kupovinu skupe, vredne robe poput kuća, hrane i odeće.

Sve se promenilo kada su stigli Evropljani, i primetili upotrebu staklenih perli kao novca.

U to vreme, Evropljani su mogli jeftino da stvaraju staklo u velikim količinama. Kao rezultat toga, Evropljani su počeli tajno da uvoze perle i koriste ih za kupovinu dobara, usluga i robova od Afrikanaca.

Vremenom se iz Afrike izvlačila vredna roba i ljudi, dok je plemenima ostajalo mnogo perli i malo robe.

Perle su izgubile veći deo vrednosti zbog inflacije uzrokovane snabdevanjem od strane Evropljana.

Rezultat je bio osiromašenje afričkih plemena i bogaćenje Evropljana, kako to ovde objašnjava monetarni istoričar Bezant Denier.

Dragocena roba je kupljena jeftino proizvedenim monetarnim dobrom.

Profitiranje na proizvodnji novca: Emisiona dobit

Ova priča ilustruje kako se bogatstvo prenosi kada jedna grupa može jeftino da proizvodi monetarno dobro.

Razlika između troškova proizvodnje monetarnog dobra i vrednosti tog monetarnog dobra poznata je kao emisiona dobit, eng. seignorage.

Kada je monetarno dobro mnogo vrednije od troškova proizvodnje, ljudi će proizvesti više od monetarnog dobra da bi uhvatili profit od emisione dobiti.

Na kraju će ova povećana ponuda dovesti do pada vrednosti monetarnog dobra. To je zbog zakona ponude i potražnje: kada se ponuda povećava, cena (poznata i kao vrednost) dobra opada.

Novac Gubi Funkciju 2. Deo: Kejnslandski Bankar

U priči o Njutoniji, alhemičar je otkrio način da se od malo peska jeftino stvori više zelenih perli. To se u stvarnosti odigralo kroz trgovinu između Evropljana i Afrikanaca, pričom o agri perlama. Međutim, ove priče su pomalo zastarele – mi više ne trgujemo robom za perle.

Da bismo nas doveli do modernog doba, hajde da promenimo neka imena u našoj priči:

1. Selo Njutonija postaje država koja se zove Kejnsland
2. Alhemičar postaje bankar
3. Seoski starešina postaje penzioner
4. Zelene perle postaju zlato, koje niko ne može jeftinije da stvori – čak ni bankar.

Bankar Menja Papirne Novčanice za Zlato

Kao i u stvarnosti, bankar u ovoj priči nema formulu ili trik da stvori više zlata. Međutim, bankar bezbedno čuva zlato u vlasništvu svakog građanina Kejnslanda. Bankar daje svakom građaninu po jednu potvrdu za svaku uncu zlata koje ima u svom trezoru.

Te potvrde se mogu iskoristiti u bilo koje vreme za stvarno zlato. Papirne potvrde ili novčanice su mnogo pogodnije za plaćanje nego nošenje zlata kroz supermarket.

Građani su srećni – oni imaju prikladno sredstvo plaćanja u vidu bankarevih novčanica, i znaju da niko ne može da ukrade njihovo bogatstvo falsifikujući više zlata.

Građani na kraju počinju da plaćaju u potpunosti papirnim novčanicama, ne trudeći se nikad da zamene svoje novčanice za zlato. Na kraju, novčanice postaju “dobre kao i zlato” – svaka predstavlja fiksnu količinu zlata u bankarevom trezoru.

Ukupno kruži 1.000.000 novčanica, od kojih je svaka otkupljiva za jednu uncu zlata. 1.000.000 unci zlata sedi u bankarevom trezoru. Svaka novčanica je u potpunosti podržana u zlatu.

Starešina koji je sačuvao sve svoje perle u priči o Njutoniji sada je penzioner u Kejnslandu, koji svoje zlato drži u banci i planira da ugodno živi od novčanica koje je dobio zauzvrat.

Hajde da u ovu priču dodamo i novi lik: premijera Kejnslanda. Premijer naplaćuje porez od građana i koristi ga za plaćanje javnih usluga poput policije i vojske. Premijer takođe drži vladino zlato kod bankara.

Bankar Menja Papirne Novčanice za Dug

Premijer želi da osigura da nacionalno zlato ostane na sigurnom, pa banku štiti policijom. Bankar i premijer se zbog toga zbližavaju, pa premijer traži uslugu. Traži od bankara da kreira 200.000 novčanica za premijera, uz obećanje da će mu premijer vratiti za pet godina. Premijeru su novčanice potrebne za finansiranje rata. Građani Kejnslanda borili su se protiv većih poreza zbog finansiranja rata, pa je morao da se obrati bankaru.

Bankar se slaže da izradi novčanice, ali pod jednim uslovom: bankar uzima deo od 10.000 novčanica za sebe. Premijer prihvata posao kojim bankar ’kupuje državni dug’. Sada je u opticaju 1.200.000 novčanica, potpomognutih kombinacijom 1.000.000 unci zlata i ugovorom o dugu sa vladom za 200.000 novčanica.

Premijer troši svoje nove novčanice na bombe kupujući ih od dobavljača iz domaće vojne industrije, a bankar sebi kupuje veliki luksuzni stan.

Dobavljač iz vojne industrije koristi sve nove novčanice koje je dobio od premijera da kupi amonijum nitrat (đubrivo koje se koristi u bombama) za proizvodnju bombi. Sve njegove kupovine povećavaju cenu đubriva za uzgajivače pšenice u Kejnslandu, pa oni podižu cenu pšenice.

Kao uzrok toga, pekar koji kupuje pšenicu treba da podigne cenu svog hleba da bi ostao u poslu. Na taj način cene u Kejnslandu počinju da rastu, baš kao što su to činile u Njutoniji kada su nove perle ušle u opticaj.

Papirne Novčanice Više Ne Predstavljaju Zlato

Penzioner nailazi na finansijski časopis u kojem se pominje premijerov dogovor da se zaduži za finansiranje rata. Obzirom da je mudar, on zna da bombe loše vraćaju ulaganje i sumnja da će premijer ikada da vrati svoj dug.

Ako on ‘podmiri’ svoj dug, to bi ostavilo 1.200.000 novčanica u opticaju sa samo 1.000.000 unci zlata da bi ih podržalo, obezvređujući njegovu ušteđevinu. Već oseća stisak u džepu zbog porasta cena, i on odlučuje da se uputi u lokalnu banku i preda svoje novčanice i zameni ih za zlato, koje niko ne može da napravi u većoj količini.

Kada penzioner stigne u banku, on zatiče i mnoge druge okupljene oko banke. Svi oni se nadaju da će uzeti zlato koje predstavljaju njihove novčanice. Građani Kejnslanda sa pravom se plaše da njihove novčanice gube na vrednosti – oni to već osećaju zbog porasta cena.

Vrata su zaključana, sa obaveštenjem bankara na njima:

Po nalogu premijera, onom koji se plaši za stabilnost ove bankarske institucije, ova banka više neće podržavati konvertibilnost papirnih novčanica u zlato. Hvala vam!

Gomila se razilazi, ostavljena sa jednim izborom: da zadrže svoje novčanice, koje sada vrede manje od 1 unce zlata. Građani sa dovoljno finansijske stabilnosti odlučuju da ulože svoje novčanice u kupovinu akcija banke i kompanija vojne industrije, koje dobro posluju jer mogu da kupuju stvari pre nego što se povećaju tržišne cene.

Mnogi ljudi nisu u mogućnosti da investiraju – oni moraju da gledaju kako njihove zarade stagniraju i kako njihova ušteđevina polako ali sigurno gubi vrednost.

Penzioner, koji se nadao da će živeti od novčanica koje je zaradio tokom svojih 40 radnih godina, sada 40 sati nedeljno provodi iza kase u lokalnoj prodavnici, pitajući se gde je sve pošlo po zlu.

Dug Nikada Nije Otplaćen

Prošlo je nekoliko godina, a premijerov dug prema banci dolazi na naplatu. Budući da je potrošio svih 200.000 novčanica na bombe, koje nemaju baš dobar povraćaj ulaganja, on nema novčanice koje može da vrati banci. Plus, premijer želi da kupi još bombi za svoj rat.

Bankar uverava premijera da je sve u redu. Bankar će napraviti novi ugovor o dugu za 600.000 novčanica, koji bi trebao da stigne na naplatu u narednih 5 godina. Premijer može da iskoristi 200.000 od tih novih 600.000 novčanica da vrati svoj prvobitni dug prema banci, zadrži još 300.000 da kupi još bombi i da 100.000 bankaru da bi mu platio njegove usluge.

To nastavlja da se dešava – svaki put kada dug dospeva na naplatu, bankar stvara više novčanica za vraćanje starijih dugova i daje premijeru još više novca za trošenje. Ovaj ciklus se nastavlja.

Šta se dešava u Kejnslandu?

• Oni koji prvi dobiju nove novčanice, gledaju kako se njihovo bogatstvo povećava
• To uključuje bankara, premijera, vladu i sve one koji mogu da pristupe mogućnostima za investiranje u preduzeća koja prva dobiju nove novčanice (finansijske, vojne itd.).
• Cene roba rastu
• Cene se ne povećavaju ravnomerno – one se povećavaju gde god nove novčanice prvo uđu u ekonomiju i od tog trenutka imaju efekat talasa na tržišta. U našem primeru prvo raste cena amonijum nitrata, zatim cena pšenice, pa cena hleba. A tek na kraju zarade običnih ljudi.
• Štednja i životni standard opšte populacije se smanjuju
• Najviše pate oni koji žive od plate do plate i ne mogu da ulažu. Čak i oni koji su u mogućnosti da investiraju podložni su hirovima tržišta. Mnogi su prisiljeni da prodaju svoje investicije po niskim cenama tokom pada tržišta samo da bi platili svoje dnevne potrebe.
• Razlika u prihodima i bogatstvu između bogatih i siromašnih se povećava
• Bogatstvo opšte populacije se smanjuje, dok se bogatstvo onih koji su blizu mesta gde se troše nove novčanice povećava. Rezultat je disparitet koji se vremenom samo proširuje.

Da li nas novac danas eksploatiše?

Priča o Njutoniji i stvarna priča o agri perlama u Africi deluju pomalo zastarelo. Priča o Kejnslandu, međutim, deluje neobično poznato. U našem svetu cene robe uvek rastu, i vidimo rekordne nivoe nejednakosti u bogatstvu.

U poslednjem odeljku ovog našeg članka Šta je novac, proći ću kroz nastanak bankarstva i korake koji su bili potrebni da se dođe do današnjeg sistema, gde banke i vlade sarađuju u kontroli ekonomije i samog novca.

Šta su banke, i odakle su one došle?

Pojava bankarstva verovatno se dogodila da bi olakšala poljoprivrednu trgovinu i da bi povećala pogodnosti. Iako su se mnoga društva na kraju konvergirala ka upotrebi zlata i srebra kao novca, ovi metali su bili teški i opasni za nošenje kao tovar. Međutim, u mnogim slučajevima ih nije ni trebalo prevoziti. Uzmite ovaj primer:

Grad treba da plati poljoprivrednicima na selu za žito, a poljoprivrednici gradskoj vojsci za zaštitu od varvara. U ovom dogovoru zlato se kreće u oba smera: prema poljoprivrednicima u selu kako bi im se platilo žito, i nazad u grad da bi se platila vojska. Da bi olakšali ove transakcije, preduzetnici su stvorili koncept banke. Banka je zlato čuvala u sigurnom trezoru i izdavala novčanice od papira. Svaka priznanica je predstavljala potvrdu da njen imaoc poseduje određenu količinu zlata u banci. Imaoc novčanice je u svako doba mogao da uzme svoje zlato nazad vraćanjem te novčanice banci.

Korisnici banke mogli su lakše da trguju sa novčanicama od papira, i onaj koji poseduje novčanice mogao je da preuzme njihovo fizičko zlato u bilo kom trenutku. To je te novčanice učinilo “dobrim kao i zlato”.

Banke su izdržavale svoje poslovanje naplaćujući od kupaca naknadu za skladištenje zlata ili pozajmljivanjem dela zlata i zaračunavanjem kamata na njega. Trgovina na ovaj način je mogla da se odvija sa laganim novčanicama od papira umesto sa teškim vrećama zlatnika.

Ovakva praksa sa transakcijama, korišćenjem papirne valute potpomognute monetarnim dobrima, verovatno je započela u Kini u 7. veku.

Na kraju se proširila Evropom 1600-ih, a svoj zalet dobila je u Holandiji sa bankama poput Amsterdamske Wisselbanke. Novčanice Wisselbank-e često su vredele više od zlata koje ih je podržavalo, zbog dodane vrednosti njihovih pogodnosti.

Uspon nacionalnih ‘centralnih banaka’

Tokom vekova, zlato je počelo da se sakuplja u trezorima banaka, jer su ljudi više voleli pogodnosti transakcija sa novčanicama.

Na kraju, nacionalne banke u vlasništvu vlada preuzele su ulogu čuvanja zlata od privatnih banaka koje su započeli preduzetnici.

Nacionalne papirne valute potpomognute zlatnim rezervama u nacionalnim bankama zamenile su novčanice iz privatnih banaka. Sve nacionalne valute bile su jednostavno potvrde za zlato koje se nalazilo u trezoru nacionalne banke.

Ovaj sistem je poznat kao zlatni standard – sve valute su jednostavno predstavljale različite težine zlata.

U gornjem levom uglu novčanice možete videti da piše da je novčanica “zamenljiva za zlato”. Savremeni dolari nemaju ovaj natpis, ali inače izgledaju vrlo slično. Izvor

Zlatni sistem je postojao veći deo vremena, sve do Prvog svetskog rata. Vladama je bilo teško da prikupe novac za ovaj rat putem poreza, pa su morale da budu kreativne.

Kada vlade troše više nego što zarađuju na porezima, to se naziva deficitna potrošnja.

Kako vlade mogu ovo da urade? Vlade to rade tako što pozajmljuju novac prodavajući svoj dug.

Tokom Prvog svetskog rata, vlade su građanima i preduzećima prodavale vrstu duga koja se naziva ratna obveznica. Kada građanin kupi ratnu obveznicu, on preda svoj novac vladi i dobije papir u kojem je stajalo vladino obećanje da će vlasniku obveznice vratiti novac, plus kamate, za nekoliko godina.

Plakat koji obaveštava građane, tražeći od njih da kupe ratne obveznice – što predstavlja zajam vladi. Izvor

Centralne banke ‘monetizuju’ državni dug

Međutim, građani i preduzeća nisu bili voljni da kupe dovoljno ratnih obveznica za finansiranje Prvog svetskog rata.

Vlade se nisu predale – pa su zatražile od svojih nacionalnih ‘centralnih banaka’ da one kupe ove obveznice. Centralne banke su otkupile obveznice, ali ih nisu platile valutom potpomognutom postojećim zlatnim rezervama, kao što su to činili građani i banke prilikom kupovine obveznica.

Centralne banke su umesto toga davale vladi novu, sveže štampanu papirnu valutu potpomognutu samo obveznicom. Ovu valutu podržalo je samo obećanje da će im vlada vratiti dugove. Ovo je poznato kao monetizacija duga.

Budući da su ratne obveznice i valuta samo komadi papira, one su lake i jeftine za proizvodnju i mogu se napraviti u ogromnim količinama. Ono što ograničava proizvodnju i jednog i drugog je poverenje.

Ima smisla da se neko rastane od svog teško stečenog novca da kupi državnu obveznicu, samo ako veruje da će vlada da vrati svoj dug, plus kamate. Centralna banka je “krajnji kupac”, što znači da će ona da kupi državne obveznice kada to niko drugi neće da uradi.

Zapamtite, centralnu banku gotovo da ništa ne košta da kupi državne obveznice, jer oni sami štampaju valutu da bi ih kupili.

Zamislite da pridjete najskupljem automobilu u autosalonu – koji košta 100.000 USD. Mislite da je automobil lep, ali taj novac biste radije potrošili na lepši stan – tako da ste spremni da platite samo 40.000 USD za taj auto.

Sada, hajde da zamislimo da imate štampač za novac i da vas košta samo 50 USD za mastilo i papir da bi ištampali 1.000.000 USD. Vi biste odmah kupili auto, čak i ako biste morali da se cenkate sa drugim čovekom, i da ga na kraju platite 150.000 USD!

Ista stvar se dešava kada centralna banka kupuje obveznice (dugove) od vlade. Centralna banka može da stvori valutu toliko jeftino, da su spremni da plate i više nego što bi drugi platili ove obveznice i nastaviće da ih kupuju čak i kada niko drugi ne bude želeo.

Monetizacija duga uzrokuje inflaciju

Kada centralne banke monetizuju državni dug, funkcija novca kao zalihe vrednosti počinje da se nagriza. Vlada troši novi novac koji je dobila od svoje centralne banke na ratnu robu, obroke i još mnogo toga.

Cene roba rastu od ove novoštampane valute koja kruži kroz ekonomiju. Kada se cene povećavaju, to znači da se vrednost svake jedinice valute smanjuje. Svi koji drže valutu sada imaju manje vrednosti. Danas to nazivamo sporim gubitkom funkcije zalihe vrednosti u novčanoj inflaciji.

Za Nemačku nakon Prvog svetskog rata monetizacija duga izazvala je totalni slom Nemačke ekonomije i stvorila uslove za rast fašizma.

Kao deo sporazuma o prekidu vatre koji je okončao Prvi svetski rat, Nemačka je pobednicima morala da plati ogroman novac. Nemačkoj vladi je bio preko potreban novac, pa su prodale obveznice (dug) Rajhsbanci, nemačkoj centralnoj banci.

Ovaj postupak doveo je do toga da je vlada štampala toliko maraka (tadašnja nemačka valuta) da je tempo inflacije u Nemačkoj ubrzan u hiperinflaciju početkom 1920-ih. Cena vekne hleba za samo 4 godine popela se sa 1,2 marke na 428 biliona maraka.

Tokom i posle Prvog svetskog rata, SAD, Britanija, Francuska i mnoge druge vlade pratile su Nemačku u štampanju valute potpomognute državnim dugom.

To je dovelo do toga da su građani želeli da svoju papirnu valutu zamene za zlato, baš kao i penzioner iz priče o Kejnslandu.

Međutim, mnoge vlade su suspendovale konvertibilnost svojih valuta u zlato. Ovim potezom vlade su primorale svoje građane da drže nacionalnu papirnu valutu i gledaju kako se njihova ušteda smanjuje u vrednosti.

Da bi mogle da nastave da štampaju novac i da bi ga trošile na nepopularne programe za koje nisu mogle da skupljaju poreze za finansiranje – poput ratova.

Bretton Woods: Novi monetarni sistem

Nakon razaranja koja su donela dva svetska rata, vlade su uspostavile novi globalni monetarni sistem prema Bretton Woods-ovom sporazumu iz 1944. godine.

Prema ovom sporazumu, valuta svake države konvertovala se po fiksnom kursu sa američkim dolarom. Američki dolar je zauzvrat predstavljao zlato po stopi od 35 USD za jednu trojsku uncu zlata*.

Sve globalne valute su stoga još uvek bile jednostavna reprezentacija zlata, putem američkih dolara kao posrednika. Redovni građani više nisu mogli da otkupljuju svoje valute za zlato iz Sjedinjenih Država. Međutim, strane centralne banke mogle bi da dođu u Sjedinjene Države da bi zamenile dolare za zlato po stopi od 35 USD za jednu uncu zlata.

Međutim, vlada Sjedinjenih Država nije uvek držala dovoljno zlata da podrži sve dolare u opticaju. Američka vlada nastavila je da finansira proširene socijalne i vojne programe prodajom državnog duga svojoj centralnoj banci, Federalnim rezervama, koja je povećala ponudu dolara bez povećanja ponude zlata koja podupire te dolare.

*Trojna unca je standardna mera čistog zlata i ima malo veću težinu od normalne unce.

Propast Bretton Woods-a

Tokom 1970-ih, sve veći troškovi rata u Vijetnamu i stranih vlada koje su otkupljivale svoje dolare za zlato, stvorili su pritisak na Trezor Sjedinjenih Država.

Ponuda dolara je porasla, dok je zlato u posedu Sjedinjenih Država opalo. Od 1950. pa do početka 1970-ih, rezerve zlata koje je držala vlada Sjedinjenih Država smanjile su se za više od 50%, sa 20 metričkih tona na samo 8 metričkih tona.

Godine 1970. država je imala zlata u vrednosti od samo 12 biliona dolara po zvaničnom kursu od 35 dolara za trojsku uncu zlata. Tokom ovog istog vremenskog perioda, ukupna ponuda američkih dolara otišla je sa oko 32 biliona USD na skoro 70 biliona USD.

Zvanične rezerve zlata u SAD-u su naglo padale od 1950. do 1970. godine, dok su se dolari u opticaju povećavali. Izvor: Wikipedia, DollarDaze.org

Američka vlada nije bila u stanju da potkrepi dolare zlatom od 35 dolara po trojnoj unci, što dovelo do rizika za čitav globalni monetarni sistem.

Početkom sedamdesetih godina, trojna unca zlata trebala je da vredi 200 USD da bi u potpunosti podržala sve američke dolare u opticaju. Rečeno na drugi način, Sjedinjene Države su pokušavale da kažu svetu da jedan dolar vredi 1/35 trojne unce zlata, ali u stvarnosti dolar je vredeo samo 1/200 trojne unce.

Kad su strane vlade trebale da pribave dolare za međunarodnu trgovinu i rezerve, bile su opelješene. Francuska vlada je to shvatila šezdesetih godina prošlog veka i počela je da prodaje svoje američke dolare za zlato po zvaničnom kursu od 35 dolara za trojsku uncu zlata.

Zemlje su počinjale da se bude iz šeme američke vlade. SAD su krale bogatstvo putem emisione dobiti, prodajući dolare za 1/35 trojne unce zlata, kada su vredeli samo 1/200 trojske unce.

Nixonov Šok ulazi u ’tradicionalni’ novac

Da bi kuća od karata mogla da ostane na mestu, predsednik Nixon je 1971. najavio da će američka vlada privremeno da obustavi konvertibilnost dolara u zlato.

Strane vlade više nisu mogle da polažu pravo na zlato svojim papirnim dolarima, a dolar više nije bio “poduprt” zlatom. Nixon je tvrdio da će ovo stabilizovati dolar.

50 godina kasnije, kristalno je jasno da je ovo samo pomoglo dolaru da izgubi vrednost i da ovaj “privremeni” program još uvek traje.

Pre 1971. godine, sve globalne valute bile su vezane za američki dolar putem Bretton Woods-ovog sporazuma. Kada je Nixon promenio američki dolar iz dolara podržanog u zlatu u dolar podržan dugom, ovim je promenio i svaku drugu valutu na Zemlji.

Sam je učinio da se celokupna svetska ekonomija zasniva na dugovima. Valute više nisu predstavljale zlato, već su predstavljale vrednost državnog duga.

Zlatni Standard se nikada nije vratio

Konvertibilnost američkih dolara u zlato – zlatni standard – nikada se nije vratio.

Od 1971. godine, čitav globalni monetarni sistem pokreće se tradicionalnim “fiat” valutama: poverenjem u vladine institucije da održavaju valutni sistem.

Većina valuta podržana je kombinacijom duga njihove vlade i drugih tradicionalnih valuta poput dolara i evra. Papirne valute više nisu podržane zlatom, imovinom koja je više od 5000 godina služila kao težak novac.

Danas vas vlade prisiljavaju da plaćate porez u njihovoj valuti i manipulišu saznanjima oko novca kako bi osigurale da potražnja za njihovom valutom ostane velika.

To im omogućava da neprestano štampaju više valuta, da bi je potrošili na vladine projekte, uzrokujući inflaciju cena koja jede i smanjuje bogatstvo i plate.

Američka vlada sada prodaje državne obveznice (dugove), poznate kao obveznice Trezora SAD, eng. US Treasuries, komercijalnim bankama u zamenu za američke dolare.

Vlada koristi te dolare za finansiranje svog budžetskog deficita. Komercijalne banke prodaju mnoge obveznice Trezora SAD, koje su kupile, američkoj centralnoj banci, Federalnim Rezervama.

Federalne rezerve plaćaju komercijalnim bankama sveže štampanim novcem “pomoću računara i upisivanjem količine na račun”, kako je rekao bivši predsednik Fed-a Ben Bernanke.

Ove komercijalne banke često zarađuju samo kupujući obveznice Trezora SAD od države i prodajući ih centralnoj banci. Kupujte nisko, prodajte visoko.

Centralne banke ovaj proces kupovine državnog duga – odnosno pozajmljivanja novca državi – nazivaju operacijama otvorenog tržišta.

Kada centralna banka odjednom kupi velike iznose duga, oni to nazivaju kvantitativnim ublažavanjem. Centralne banke javno najavljuju kupovinu državnog duga, ali vrlo malo ljudi razume šta to zapravo znači.

Euro, jen i svaka druga valuta koja se danas koristi funkcionišu slično kao američki dolar.

Da li će SAD ikada vratiti svoj nacionalni dug? Neobična stvar u vezi sa državnim dugom SAD-a je ta što vlada poseduje štampariju potrebnu za njegovu otplatu.

Kao rezultat toga, kada vlada duguje novac, oni samo pozajme još više novca da bi otplatile taj dug, povećavajući nacionalni dug.

Ako vam ovo zvuči kao Ponzijeva piramidalna šema, to je zato što ona to i jeste – najveća Ponzijeva šema u istoriji. Kao i svaka Ponzijeva šema, nastaviće se sve dok su ljudi koji kupuju Ponzijevu šemu budu uvereni da će im biti plaćeno nazad.

Ako ljudi i nacije prestanu da se zadužuju i koriste američke dolare jer nemaju poverenja u američku vladu ili vide da cena robe raste (tj. dolar postaje sve manje vredan), potražnja za dolarom će opadati, što će izazvati začaranu spiralu.

Ova spirala često završi u hiperinflaciji, kao što smo videli u novijoj istoriji sa Jugoslavijom, Venecuelom, Argentinom, Zimbabveom i mnogim drugim državama.

Ovo je način kako funkcioniše novac na vašem bankovnom računu. Novac svake nacije na svetu pati od istih problema kao i perle i novčanice u pričama o Njutoniji i Kejnslandu.

Kako banke i vlade kradu tvoj novac?

Tokom vekova, stigli smo do monetarnog sistema u kojem banke i vlade mogu da štampaju novu valutu za finansiranje svojih operacija i svojih prijatelja u zločinu, dok kradu bogatstvo svojih građana.

Šta će se desiti sa svetom kada novac bude mogao da štampa svaki narod na planeti?

• Bogatstvo onih koji su blizu pravljenja nove valute se povećava
• Vlada i politički povlašćena klasa ljudi, imaju pristup novoštampanom novcu pre svih ostalih, pa mogu da ga potroše pre nego što cene porastu. Na ovaj efekat pokazao je ekonomista Richard Cantillon sredinom 1700-ih i poznat je kao Cantillonov Efekat.
• Cena robe raste (poznato kao inflacija
• Ne raste sve roba istovremeno u ceni. Roba blizu mesta gde se proizvodi nova valuta – finansijski sektor i vlada – prva raste, i odatle uzrokuje efekt talasa na cene.
• Inflacija se često predstavlja kao promena cene potrošačke korpe, poznata kao Indeks Potrošačkih Cena, eng. Consumer Price Index (CPI). Vlada ima alate za manipulisanje ovim brojem kako bi osigurala da se ona čini niskom i stabilnom, kao što je objašnjeno u našem članku o inflaciji.
• Finansijska imovina često primećuje ogromnu inflaciju, ali bankari to ne nazivaju inflacijom – oni kažu da naša ekonomija cveta! Nakon što su američke Federalne rezerve učetvorostručile ponudu američkih dolara u šest godina nakon finansijske krize 2008. godine, banke koje su dobile te nove dolare, kupile su akcije i obveznice, stvarajući ogroman balon u cenama ove imovine.
• Štednja i životni standard stanovništva se smanjuju
• Plate su jedna od poslednjih “cena” u ekonomiji koja se prilagođava, jer se često povećavaju samo jednom godišnje. U međuvremenu, cene dnevnih potrepština te osobe koja zaradjuje platu neprestano rastu kako novi novac kruži ekonomijom.
• Najviše su pogođeni oni koji žive od plate do plate – a to je 70% Amerikanaca.
• Razlike u prihodima između bogatih i siromašnih se povećavaju, kao što se vidi na grafikonu ispod.

*Koncentracija dohotka na vrhu naglo je porasla od 1970-ih

Zašto i dalje imamo isti monetarni sistem?

Ako ovaj sistem bogate još više obogaćuje, a siromašne još više osiromašuje, dovodeći do političke nestabilnosti, zašto ga onda ne bismo promenili?

Najveći razlog zašto se ništa ne menja je verovatno to što puno toga ne znamo o samom sistemu. Svi svakodnevno koristimo valute svojih vlada, ali većina nas ne razume kako sistem funkcioniše i šta on čini našim društvima.

Obrazovni sistem, mediji i finansijski stručnjaci neprestano nam govore da je monetarni sistem previše komplikovan da bi ga normalni ljudi razumeli. Mnogi od nas se zato i ne trude da pokušaju.

Još nekoliko razloga zašto ovaj sistem nastavlja da opstaje:

• Mnogo je ljudi koji imaju direktnu korist od štampanja novog novca.
• Ti ljudi ne žele nikakve promene i bore se da zadrže tu moć.
• Nacionalne valute su često pogodne
• Kreditne kartice, online bankarstvo i još mnogo toga čine upravljanje nacionalnim valutama i njihovo trošenje lakim i jednostavnim.
• Građani moraju da plaćaju porez u svojoj nacionalnoj valuti
• To stvara potražnju za tom valutom od svih građana, povećavajući njenu vrednost.
• Glavna međunarodna tržišta, poput nafte, denominirana su u dolarima.
• Nafta je potrebna svakoj zemlji na planeti, ali pošto mnogi ne mogu da je proizvode, moraju da je kupuju na međunarodnim berzama. Od 1970-ih na ovim berzama gotovo sva nafta se prodaje za dolare, što stvara potražnju za dolarima. Da bi se odmaknule od ovog sistema, zemlje bi trebale da pronađu novu valutu ili robu za trgovinu naftom, što zahteva vreme i rizike.
• Nije postojala dobra alternativa
• Uz globalnu ekonomiju u realnom vremenu, naš sistem digitalnog bankarstva koji koristi nacionalne valute je pogodan. Transakcija u tvrdom novcu poput zlata bila bi previše nezgrapna za današnji svet. Digitalna valuta pod nazivom Bitcoin, predstavljena 2009. godine, je rastuća alternativa koja nudi čvrst novac koji se kreće brzinom interneta.

Šta je novac, i zašto trebate da brinete?

Novac je alat koji olakšava razmenu dobara. Kao i svako drugo dobro, novac se pridržava zakona ponude i potražnje – povećanje potražnje povećaće njegovu vrednost, a povećanje ponude smanjiće njegovu vrednost.

Na ovaj način novac se ne razlikuje od kuće ili piletine. Međutim, velika prodajnost novca znači da je potražnja za njim uvek velika. Kao rezultat, novac mora biti težak za proizvodnju (a samim tim i ograničen u ponudi) ili će ga onaj ko ga može napraviti, stvoriti toliko, da vremenom više neće služiti kao zaliha vrednosti. Uskoro će izgubiti svoje funkcije kao sredstvo razmene i obračunske jedinice.

Najbolji novac u datoj ekonomiji je onaj koji se najslobodnije kreće – svi ga žele, lako je obaviti transakcije sa njim i koji sa vremenom dobro drži svoju vrednost. Nijedan novac nije savršen u svemu ovome, a neki ističu jednu funkciju novca na štetu drugih.

Iako se istorija ne ponavlja, ona se rimuje, a usponi i padovi monetarnih sistema imaju jasne ritmove. Uspon i pad monetarnog sistema često sledi opšti obrazac koji smo videli u pričama o agri perlama i Kejnslandu: pojavljuje se odredjenji oblik novca koji pomaže ljudima da efikasnije trguju i štede, ali na kraju gubi na vrednosti kada neko shvati kako da ga jeftino stvori u velikoj količini. Međutim, tokom dugog perioda vremena, monetarni sistemi su se poboljšali u sve tri funkcije novca.

Na primer, zlato je tokom vremena dobro služilo kao zaliha vrednosti. Međutim, naša međusobno povezana ekonomija ne bi mogla efikasno da funkcioniše ako bi trebalo da fizičko zlato zamenimo robom i uslugama. Mnogo je lakše kretati se na papirnom i digitalnom novcu, ali istorija nam govori da su vlade i bankari iskoristili ove oblike novca za krađu bogatstva putem inflacije.

Današnji globalni monetarni sistem je vrlo zgodan, a digitalna plaćanja i kreditne kartice olakšavaju trošenje novca. Ovo skriva stalnu inflaciju koja nagriza vrednost svake jedinice novca i dovodi do sve većeg jaza u bogatstvu.

Nadam se da je ovaj članak proširio vaše razumevanje novca i njegove uloge u društvu. Ovo je samo početak svega što treba istražiti o novcu: za kasnije su sačuvane teme o inflaciji, kamatnim stopama, pozajmljivanju, poslovnim ciklusima i još mnogo toga.

Efikasnija Ušteda Novca

Možda se pitate kako zaštititi svoju štednju kada svaki oblik često korišćenog novca i investicija pati od inflacije ponude – koja umanjuje vrednost i prenosi bogatstvo onima koji mogu da stvore novac ili investiciju. Možda se čini da se ništa na planeti danas ne može kvalifikovati kao ‘težak’ novac, ali dve stvari ipak ostaju: zlato i njegov noviji rođak Bitcoin. Obe ove stvari je neverovatno teško proizvesti, a jedna od njih se kreće brzinom interneta i može se čuvati u vašem mozgu.

Ako želite da saznate više o Bitcoin-u kao sredstvu za zaštitu vaše ušteđevine, pročitajte ovde. Ako ste već spremni za kupovinu Bitcoin-a, pogledajte moj vodič za kupovinu Bitcoin-a. Možete početi sa investiranjem sa samo 5 ili 10 €.

Zasluge

Hvala svima koji su pomogli u izradi i uređivanju ove serije o novcu: @ck_SNARKS, @CryptoRothbard, Neil Woodfine, Emil Sandstedt, Taylor Pearson, Parker Lewis, Jason Choi, mojoj porodici i mnogim drugima.

Hvala svima koji su ovo inspirisali i razvili ključne ideje koje su ovde primenjene: Friedrich Hayek, Carl Menger, Ludwig Von Mises, Murray Rothbard, Saifedean Ammous, Dan Held, Pierre Rochard, Stephan Livera, Michael Goldstein, i mnogi drugi.

Molim vas da šerujete! Ako vam je ovaj članak otvorio oči o tome kako funkcioniše naš novac i finansijski sistem, kontaktirajte me ili ostavite komentar!

Ako vam se sviđa moj rad, molim vas da ga podelite sa svojim prijateljima i porodicom. Cilj mi je da svima pružim pogled u ekonomiju i na to kako ona utiče na njihov život.

@ 3283ef81:0a531a33

Aliquam eu turpis sed enim ultricies scelerisque\ Duis posuere congue faucibus

Praesent pretium orci ante, et faucibus lectus euismod a

@ e6817453:b0ac3c39

Hey folks! Today, let’s dive into the intriguing world of neurosymbolic approaches, retrieval-augmented generation (RAG), and personal knowledge graphs (PKGs). Together, these concepts hold much potential for bringing true reasoning capabilities to large language models (LLMs). So, let’s break down how symbolic logic, knowledge graphs, and modern AI can come together to empower future AI systems to reason like humans.

The Neurosymbolic Approach: What It Means ?

Neurosymbolic AI combines two historically separate streams of artificial intelligence: symbolic reasoning and neural networks. Symbolic AI uses formal logic to process knowledge, similar to how we might solve problems or deduce information. On the other hand, neural networks, like those underlying GPT-4, focus on learning patterns from vast amounts of data — they are probabilistic statistical models that excel in generating human-like language and recognizing patterns but often lack deep, explicit reasoning.

While GPT-4 can produce impressive text, it’s still not very effective at reasoning in a truly logical way. Its foundation, transformers, allows it to excel in pattern recognition, but the models struggle with reasoning because, at their core, they rely on statistical probabilities rather than true symbolic logic. This is where neurosymbolic methods and knowledge graphs come in.

Symbolic Calculations and the Early Vision of AI

If we take a step back to the 1950s, the vision for artificial intelligence was very different. Early AI research was all about symbolic reasoning — where computers could perform logical calculations to derive new knowledge from a given set of rules and facts. Languages like Lisp emerged to support this vision, enabling programs to represent data and code as interchangeable symbols. Lisp was designed to be homoiconic, meaning it treated code as manipulatable data, making it capable of self-modification — a huge leap towards AI systems that could, in theory, understand and modify their own operations.

Lisp: The Earlier AI-Language

Lisp, short for “LISt Processor,” was developed by John McCarthy in 1958, and it became the cornerstone of early AI research. Lisp’s power lay in its flexibility and its use of symbolic expressions, which allowed developers to create programs that could manipulate symbols in ways that were very close to human reasoning. One of the most groundbreaking features of Lisp was its ability to treat code as data, known as homoiconicity, which meant that Lisp programs could introspect and transform themselves dynamically. This ability to adapt and modify its own structure gave Lisp an edge in tasks that required a form of self-awareness, which was key in the early days of AI when researchers were exploring what it meant for machines to “think.”

Lisp was not just a programming language—it represented the vision for artificial intelligence, where machines could evolve their understanding and rewrite their own programming. This idea formed the conceptual basis for many of the self-modifying and adaptive algorithms that are still explored today in AI research. Despite its decline in mainstream programming, Lisp’s influence can still be seen in the concepts used in modern machine learning and symbolic AI approaches.

Prolog: Formal Logic and Deductive Reasoning

In the 1970s, Prolog was developed—a language focused on formal logic and deductive reasoning. Unlike Lisp, based on lambda calculus, Prolog operates on formal logic rules, allowing it to perform deductive reasoning and solve logical puzzles. This made Prolog an ideal candidate for expert systems that needed to follow a sequence of logical steps, such as medical diagnostics or strategic planning.

Prolog, like Lisp, allowed symbols to be represented, understood, and used in calculations, creating another homoiconic language that allows reasoning. Prolog’s strength lies in its rule-based structure, which is well-suited for tasks that require logical inference and backtracking. These features made it a powerful tool for expert systems and AI research in the 1970s and 1980s.

The language is declarative in nature, meaning that you define the problem, and Prolog figures out how to solve it. By using formal logic and setting constraints, Prolog systems can derive conclusions from known facts, making it highly effective in fields requiring explicit logical frameworks, such as legal reasoning, diagnostics, and natural language understanding. These symbolic approaches were later overshadowed during the AI winter — but the ideas never really disappeared. They just evolved.

Solvers and Their Role in Complementing LLMs

One of the most powerful features of Prolog and similar logic-based systems is their use of solvers. Solvers are mechanisms that can take a set of rules and constraints and automatically find solutions that satisfy these conditions. This capability is incredibly useful when combined with LLMs, which excel at generating human-like language but need help with logical consistency and structured reasoning.

For instance, imagine a scenario where an LLM needs to answer a question involving multiple logical steps or a complex query that requires deducing facts from various pieces of information. In this case, a solver can derive valid conclusions based on a given set of logical rules, providing structured answers that the LLM can then articulate in natural language. This allows the LLM to retrieve information and ensure the logical integrity of its responses, leading to much more robust answers.

Solvers are also ideal for handling constraint satisfaction problems — situations where multiple conditions must be met simultaneously. In practical applications, this could include scheduling tasks, generating optimal recommendations, or even diagnosing issues where a set of symptoms must match possible diagnoses. Prolog’s solver capabilities and LLM’s natural language processing power can make these systems highly effective at providing intelligent, rule-compliant responses that traditional LLMs would struggle to produce alone.

By integrating neurosymbolic methods that utilize solvers, we can provide LLMs with a form of deductive reasoning that is missing from pure deep-learning approaches. This combination has the potential to significantly improve the quality of outputs for use-cases that require explicit, structured problem-solving, from legal queries to scientific research and beyond. Solvers give LLMs the backbone they need to not just generate answers but to do so in a way that respects logical rigor and complex constraints.

Graph of Rules for Enhanced Reasoning

Another powerful concept that complements LLMs is using a graph of rules. A graph of rules is essentially a structured collection of logical rules that interconnect in a network-like structure, defining how various entities and their relationships interact. This structured network allows for complex reasoning and information retrieval, as well as the ability to model intricate relationships between different pieces of knowledge.

In a graph of rules, each node represents a rule, and the edges define relationships between those rules — such as dependencies or causal links. This structure can be used to enhance LLM capabilities by providing them with a formal set of rules and relationships to follow, which improves logical consistency and reasoning depth. When an LLM encounters a problem or a question that requires multiple logical steps, it can traverse this graph of rules to generate an answer that is not only linguistically fluent but also logically robust.

For example, in a healthcare application, a graph of rules might include nodes for medical symptoms, possible diagnoses, and recommended treatments. When an LLM receives a query regarding a patient’s symptoms, it can use the graph to traverse from symptoms to potential diagnoses and then to treatment options, ensuring that the response is coherent and medically sound. The graph of rules guides reasoning, enabling LLMs to handle complex, multi-step questions that involve chains of reasoning, rather than merely generating surface-level responses.

Graphs of rules also enable modular reasoning, where different sets of rules can be activated based on the context or the type of question being asked. This modularity is crucial for creating adaptive AI systems that can apply specific sets of logical frameworks to distinct problem domains, thereby greatly enhancing their versatility. The combination of neural fluency with rule-based structure gives LLMs the ability to conduct more advanced reasoning, ultimately making them more reliable and effective in domains where accuracy and logical consistency are critical.

By implementing a graph of rules, LLMs are empowered to perform deductive reasoning alongside their generative capabilities, creating responses that are not only compelling but also logically aligned with the structured knowledge available in the system. This further enhances their potential applications in fields such as law, engineering, finance, and scientific research — domains where logical consistency is as important as linguistic coherence.

Enhancing LLMs with Symbolic Reasoning

Now, with LLMs like GPT-4 being mainstream, there is an emerging need to add real reasoning capabilities to them. This is where neurosymbolic approaches shine. Instead of pitting neural networks against symbolic reasoning, these methods combine the best of both worlds. The neural aspect provides language fluency and recognition of complex patterns, while the symbolic side offers real reasoning power through formal logic and rule-based frameworks.

Personal Knowledge Graphs (PKGs) come into play here as well. Knowledge graphs are data structures that encode entities and their relationships — they’re essentially semantic networks that allow for structured information retrieval. When integrated with neurosymbolic approaches, LLMs can use these graphs to answer questions in a far more contextual and precise way. By retrieving relevant information from a knowledge graph, they can ground their responses in well-defined relationships, thus improving both the relevance and the logical consistency of their answers.

Imagine combining an LLM with a graph of rules that allow it to reason through the relationships encoded in a personal knowledge graph. This could involve using deductive databases to form a sophisticated way to represent and reason with symbolic data — essentially constructing a powerful hybrid system that uses LLM capabilities for language fluency and rule-based logic for structured problem-solving.

My Research on Deductive Databases and Knowledge Graphs

I recently did some research on modeling knowledge graphs using deductive databases, such as DataLog — which can be thought of as a limited, data-oriented version of Prolog. What I’ve found is that it’s possible to use formal logic to model knowledge graphs, ontologies, and complex relationships elegantly as rules in a deductive system. Unlike classical RDF or traditional ontology-based models, which sometimes struggle with complex or evolving relationships, a deductive approach is more flexible and can easily support dynamic rules and reasoning.

Prolog and similar logic-driven frameworks can complement LLMs by handling the parts of reasoning where explicit rule-following is required. LLMs can benefit from these rule-based systems for tasks like entity recognition, logical inferences, and constructing or traversing knowledge graphs. We can even create a graph of rules that governs how relationships are formed or how logical deductions can be performed.

The future is really about creating an AI that is capable of both deep contextual understanding (using the powerful generative capacity of LLMs) and true reasoning (through symbolic systems and knowledge graphs). With the neurosymbolic approach, these AIs could be equipped not just to generate information but to explain their reasoning, form logical conclusions, and even improve their own understanding over time — getting us a step closer to true artificial general intelligence.

Why It Matters for LLM Employment

Using neurosymbolic RAG (retrieval-augmented generation) in conjunction with personal knowledge graphs could revolutionize how LLMs work in real-world applications. Imagine an LLM that understands not just language but also the relationships between different concepts — one that can navigate, reason, and explain complex knowledge domains by actively engaging with a personalized set of facts and rules.

This could lead to practical applications in areas like healthcare, finance, legal reasoning, or even personal productivity — where LLMs can help users solve complex problems logically, providing relevant information and well-justified reasoning paths. The combination of neural fluency with symbolic accuracy and deductive power is precisely the bridge we need to move beyond purely predictive AI to truly intelligent systems.

Let's explore these ideas further if you’re as fascinated by this as I am. Feel free to reach out, follow my YouTube channel, or check out some articles I’ll link below. And if you’re working on anything in this field, I’d love to collaborate!

Until next time, folks. Stay curious, and keep pushing the boundaries of AI!

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Introduction: Personal Knowledge Graphs and Linked Data

We will explore the world of personal knowledge graphs and discuss how they can be used to model complex information structures. Personal knowledge graphs aren’t just abstract collections of nodes and edges—they encode meaningful relationships, contextualizing data in ways that enrich our understanding of it. While the core structure might be a directed graph, we layer semantic meaning on top, enabling nuanced connections between data points.

The origin of knowledge graphs is deeply tied to concepts from linked data and the semantic web, ideas that emerged to better link scattered pieces of information across the web. This approach created an infrastructure where data islands could connect — facilitating everything from more insightful AI to improved personal data management.

In this article, we will explore how these ideas have evolved into tools for modeling AI’s semantic memory and look at how knowledge graphs can serve as a flexible foundation for encoding rich data contexts. We’ll specifically discuss three major paradigms: RDF (Resource Description Framework), property graphs, and a third way of modeling entities as graphs of graphs. Let’s get started.

Intro to RDF

The Resource Description Framework (RDF) has been one of the fundamental standards for linked data and knowledge graphs. RDF allows data to be modeled as triples: subject, predicate, and object. Essentially, you can think of it as a structured way to describe relationships: “X has a Y called Z.” For instance, “Berlin has a population of 3.5 million.” This modeling approach is quite flexible because RDF uses unique identifiers — usually URIs — to point to data entities, making linking straightforward and coherent.

RDFS, or RDF Schema, extends RDF to provide a basic vocabulary to structure the data even more. This lets us describe not only individual nodes but also relationships among types of data entities, like defining a class hierarchy or setting properties. For example, you could say that “Berlin” is an instance of a “City” and that cities are types of “Geographical Entities.” This kind of organization helps establish semantic meaning within the graph.

RDF and Advanced Topics

Lists and Sets in RDF

RDF also provides tools to model more complex data structures such as lists and sets, enabling the grouping of nodes. This extension makes it easier to model more natural, human-like knowledge, for example, describing attributes of an entity that may have multiple values. By adding RDF Schema and OWL (Web Ontology Language), you gain even more expressive power — being able to define logical rules or even derive new relationships from existing data.

Graph of Graphs

A significant feature of RDF is the ability to form complex nested structures, often referred to as graphs of graphs. This allows you to create “named graphs,” essentially subgraphs that can be independently referenced. For example, you could create a named graph for a particular dataset describing Berlin and another for a different geographical area. Then, you could connect them, allowing for more modular and reusable knowledge modeling.

Property Graphs

While RDF provides a robust framework, it’s not always the easiest to work with due to its heavy reliance on linking everything explicitly. This is where property graphs come into play. Property graphs are less focused on linking everything through triples and allow more expressive properties directly within nodes and edges.

For example, instead of using triples to represent each detail, a property graph might let you store all properties about an entity (e.g., “Berlin”) directly in a single node. This makes property graphs more intuitive for many developers and engineers because they more closely resemble object-oriented structures: you have entities (nodes) that possess attributes (properties) and are connected to other entities through relationships (edges).

The significant benefit here is a condensed representation, which speeds up traversal and queries in some scenarios. However, this also introduces a trade-off: while property graphs are more straightforward to query and maintain, they lack some complex relationship modeling features RDF offers, particularly when connecting properties to each other.

Graph of Graphs and Subgraphs for Entity Modeling

A third approach — which takes elements from RDF and property graphs — involves modeling entities using subgraphs or nested graphs. In this model, each entity can be represented as a graph. This allows for a detailed and flexible description of attributes without exploding every detail into individual triples or lump them all together into properties.

For instance, consider a person entity with a complex employment history. Instead of representing every employment detail in one node (as in a property graph), or as several linked nodes (as in RDF), you can treat the employment history as a subgraph. This subgraph could then contain nodes for different jobs, each linked with specific properties and connections. This approach keeps the complexity where it belongs and provides better flexibility when new attributes or entities need to be added.

Hypergraphs and Metagraphs

When discussing more advanced forms of graphs, we encounter hypergraphs and metagraphs. These take the idea of relationships to a new level. A hypergraph allows an edge to connect more than two nodes, which is extremely useful when modeling scenarios where relationships aren’t just pairwise. For example, a “Project” could connect multiple “People,” “Resources,” and “Outcomes,” all in a single edge. This way, hypergraphs help in reducing the complexity of modeling high-order relationships.

Metagraphs, on the other hand, enable nodes and edges to themselves be represented as graphs. This is an extremely powerful feature when we consider the needs of artificial intelligence, as it allows for the modeling of relationships between relationships, an essential aspect for any system that needs to capture not just facts, but their interdependencies and contexts.

Balancing Structure and Properties

One of the recurring challenges when modeling knowledge is finding the balance between structure and properties. With RDF, you get high flexibility and standardization, but complexity can quickly escalate as you decompose everything into triples. Property graphs simplify the representation by using attributes but lose out on the depth of connection modeling. Meanwhile, the graph-of-graphs approach and hypergraphs offer advanced modeling capabilities at the cost of increased computational complexity.

So, how do you decide which model to use? It comes down to your use case. RDF and nested graphs are strong contenders if you need deep linkage and are working with highly variable data. For more straightforward, engineer-friendly modeling, property graphs shine. And when dealing with very complex multi-way relationships or meta-level knowledge, hypergraphs and metagraphs provide the necessary tools.

The key takeaway is that only some approaches are perfect. Instead, it’s all about the modeling goals: how do you want to query the graph, what relationships are meaningful, and how much complexity are you willing to manage?

Conclusion

Modeling AI semantic memory using knowledge graphs is a challenging but rewarding process. The different approaches — RDF, property graphs, and advanced graph modeling techniques like nested graphs and hypergraphs — each offer unique strengths and weaknesses. Whether you are building a personal knowledge graph or scaling up to AI that integrates multiple streams of linked data, it’s essential to understand the trade-offs each approach brings.

In the end, the choice of representation comes down to the nature of your data and your specific needs for querying and maintaining semantic relationships. The world of knowledge graphs is vast, with many tools and frameworks to explore. Stay connected and keep experimenting to find the balance that works for your projects.

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Warning: This piece contains a conversation about difficult topics. Please proceed with caution.

TL;DR please educate your children about online safety.

Julian Assange wrote in his 2012 book Cypherpunks, “This book is not a manifesto. There isn’t time for that. This book is a warning.” I read it a few times over the past summer. Those opening lines definitely stood out to me. I wish we had listened back then. He saw something about the internet that few had the ability to see. There are some individuals who are so close to a topic that when they speak, it’s difficult for others who aren’t steeped in it to visualize what they’re talking about. I didn’t read the book until more recently. If I had read it when it came out, it probably would have sounded like an unknown foreign language to me. Today it makes more sense.

This isn’t a manifesto. This isn’t a book. There is no time for that. It’s a warning and a possible solution from a desperate and determined survivor advocate who has been pulling and unraveling a thread for a few years. At times, I feel too close to this topic to make any sense trying to convey my pathway to my conclusions or thoughts to the general public. My hope is that if nothing else, I can convey my sense of urgency while writing this. This piece is a watchman’s warning.

When a child steps online, they are walking into a new world. A new reality. When you hand a child the internet, you are handing them possibilities—good, bad, and ugly. This is a conversation about lowering the potential of negative outcomes of stepping into that new world and how I came to these conclusions. I constantly compare the internet to the road. You wouldn’t let a young child run out into the road with no guidance or safety precautions. When you hand a child the internet without any type of guidance or safety measures, you are allowing them to play in rush hour, oncoming traffic. “Look left, look right for cars before crossing.” We almost all have been taught that as children. What are we taught as humans about safety before stepping into a completely different reality like the internet? Very little.

I could never really figure out why many folks in tech, privacy rights activists, and hackers seemed so cold to me while talking about online child sexual exploitation. I always figured that as a survivor advocate for those affected by these crimes, that specific, skilled group of individuals would be very welcoming and easy to talk to about such serious topics. I actually had one hacker laugh in my face when I brought it up while I was looking for answers. I thought maybe this individual thought I was accusing them of something I wasn’t, so I felt bad for asking. I was constantly extremely disappointed and would ask myself, “Why don’t they care? What could I say to make them care more? What could I say to make them understand the crisis and the level of suffering that happens as a result of the problem?”

I have been serving minor survivors of online child sexual exploitation for years. My first case serving a survivor of this specific crime was in 2018—a 13-year-old girl sexually exploited by a serial predator on Snapchat. That was my first glimpse into this side of the internet. I won a national award for serving the minor survivors of Twitter in 2023, but I had been working on that specific project for a few years. I was nominated by a lawyer representing two survivors in a legal battle against the platform. I’ve never really spoken about this before, but at the time it was a choice for me between fighting Snapchat or Twitter. I chose Twitter—or rather, Twitter chose me. I heard about the story of John Doe #1 and John Doe #2, and I was so unbelievably broken over it that I went to war for multiple years. I was and still am royally pissed about that case. As far as I was concerned, the John Doe #1 case proved that whatever was going on with corporate tech social media was so out of control that I didn’t have time to wait, so I got to work. It was reading the messages that John Doe #1 sent to Twitter begging them to remove his sexual exploitation that broke me. He was a child begging adults to do something. A passion for justice and protecting kids makes you do wild things. I was desperate to find answers about what happened and searched for solutions. In the end, the platform Twitter was purchased. During the acquisition, I just asked Mr. Musk nicely to prioritize the issue of detection and removal of child sexual exploitation without violating digital privacy rights or eroding end-to-end encryption. Elon thanked me multiple times during the acquisition, made some changes, and I was thanked by others on the survivors’ side as well.

I still feel that even with the progress made, I really just scratched the surface with Twitter, now X. I left that passion project when I did for a few reasons. I wanted to give new leadership time to tackle the issue. Elon Musk made big promises that I knew would take a while to fulfill, but mostly I had been watching global legislation transpire around the issue, and frankly, the governments are willing to go much further with X and the rest of corporate tech than I ever would. My work begging Twitter to make changes with easier reporting of content, detection, and removal of child sexual exploitation material—without violating privacy rights or eroding end-to-end encryption—and advocating for the minor survivors of the platform went as far as my principles would have allowed. I’m grateful for that experience. I was still left with a nagging question: “How did things get so bad with Twitter where the John Doe #1 and John Doe #2 case was able to happen in the first place?” I decided to keep looking for answers. I decided to keep pulling the thread.

I never worked for Twitter. This is often confusing for folks. I will say that despite being disappointed in the platform’s leadership at times, I loved Twitter. I saw and still see its value. I definitely love the survivors of the platform, but I also loved the platform. I was a champion of the platform’s ability to give folks from virtually around the globe an opportunity to speak and be heard.

I want to be clear that John Doe #1 really is my why. He is the inspiration. I am writing this because of him. He represents so many globally, and I’m still inspired by his bravery. One child’s voice begging adults to do something—I’m an adult, I heard him. I’d go to war a thousand more lifetimes for that young man, and I don’t even know his name. Fighting has been personally dark at times; I’m not even going to try to sugarcoat it, but it has been worth it.

The data surrounding the very real crime of online child sexual exploitation is available to the public online at any time for anyone to see. I’d encourage you to go look at the data for yourself. I believe in encouraging folks to check multiple sources so that you understand the full picture. If you are uncomfortable just searching around the internet for information about this topic, use the terms “CSAM,” “CSEM,” “SG-CSEM,” or “AI Generated CSAM.” The numbers don’t lie—it’s a nightmare that’s out of control. It’s a big business. The demand is high, and unfortunately, business is booming. Organizations collect the data, tech companies often post their data, governments report frequently, and the corporate press has covered a decent portion of the conversation, so I’m sure you can find a source that you trust.

Technology is changing rapidly, which is great for innovation as a whole but horrible for the crime of online child sexual exploitation. Those wishing to exploit the vulnerable seem to be adapting to each technological change with ease. The governments are so far behind with tackling these issues that as I’m typing this, it’s borderline irrelevant to even include them while speaking about the crime or potential solutions. Technology is changing too rapidly, and their old, broken systems can’t even dare to keep up. Think of it like the governments’ “War on Drugs.” Drugs won. In this case as well, the governments are not winning. The governments are talking about maybe having a meeting on potentially maybe having legislation around the crimes. The time to have that meeting would have been many years ago. I’m not advocating for governments to legislate our way out of this. I’m on the side of educating and innovating our way out of this.

I have been clear while advocating for the minor survivors of corporate tech platforms that I would not advocate for any solution to the crime that would violate digital privacy rights or erode end-to-end encryption. That has been a personal moral position that I was unwilling to budge on. This is an extremely unpopular and borderline nonexistent position in the anti-human trafficking movement and online child protection space. I’m often fearful that I’m wrong about this. I have always thought that a better pathway forward would have been to incentivize innovation for detection and removal of content. I had no previous exposure to privacy rights activists or Cypherpunks—actually, I came to that conclusion by listening to the voices of MENA region political dissidents and human rights activists. After developing relationships with human rights activists from around the globe, I realized how important privacy rights and encryption are for those who need it most globally. I was simply unwilling to give more power, control, and opportunities for mass surveillance to big abusers like governments wishing to enslave entire nations and untrustworthy corporate tech companies to potentially end some portion of abuses online. On top of all of it, it has been clear to me for years that all potential solutions outside of violating digital privacy rights to detect and remove child sexual exploitation online have not yet been explored aggressively. I’ve been disappointed that there hasn’t been more of a conversation around preventing the crime from happening in the first place.

What has been tried is mass surveillance. In China, they are currently under mass surveillance both online and offline, and their behaviors are attached to a social credit score. Unfortunately, even on state-run and controlled social media platforms, they still have child sexual exploitation and abuse imagery pop up along with other crimes and human rights violations. They also have a thriving black market online due to the oppression from the state. In other words, even an entire loss of freedom and privacy cannot end the sexual exploitation of children online. It’s been tried. There is no reason to repeat this method.

It took me an embarrassingly long time to figure out why I always felt a slight coldness from those in tech and privacy-minded individuals about the topic of child sexual exploitation online. I didn’t have any clue about the “Four Horsemen of the Infocalypse.” This is a term coined by Timothy C. May in 1988. I would have been a child myself when he first said it. I actually laughed at myself when I heard the phrase for the first time. I finally got it. The Cypherpunks weren’t wrong about that topic. They were so spot on that it is borderline uncomfortable. I was mad at first that they knew that early during the birth of the internet that this issue would arise and didn’t address it. Then I got over it because I realized that it wasn’t their job. Their job was—is—to write code. Their job wasn’t to be involved and loving parents or survivor advocates. Their job wasn’t to educate children on internet safety or raise awareness; their job was to write code.

They knew that child sexual abuse material would be shared on the internet. They said what would happen—not in a gleeful way, but a prediction. Then it happened.

I equate it now to a concrete company laying down a road. As you’re pouring the concrete, you can say to yourself, “A terrorist might travel down this road to go kill many, and on the flip side, a beautiful child can be born in an ambulance on this road.” Who or what travels down the road is not their responsibility—they are just supposed to lay the concrete. I’d never go to a concrete pourer and ask them to solve terrorism that travels down roads. Under the current system, law enforcement should stop terrorists before they even make it to the road. The solution to this specific problem is not to treat everyone on the road like a terrorist or to not build the road.

So I understand the perceived coldness from those in tech. Not only was it not their job, but bringing up the topic was seen as the equivalent of asking a free person if they wanted to discuss one of the four topics—child abusers, terrorists, drug dealers, intellectual property pirates, etc.—that would usher in digital authoritarianism for all who are online globally.

Privacy rights advocates and groups have put up a good fight. They stood by their principles. Unfortunately, when it comes to corporate tech, I believe that the issue of privacy is almost a complete lost cause at this point. It’s still worth pushing back, but ultimately, it is a losing battle—a ticking time bomb.

I do think that corporate tech providers could have slowed down the inevitable loss of privacy at the hands of the state by prioritizing the detection and removal of CSAM when they all started online. I believe it would have bought some time, fewer would have been traumatized by that specific crime, and I do believe that it could have slowed down the demand for content. If I think too much about that, I’ll go insane, so I try to push the “if maybes” aside, but never knowing if it could have been handled differently will forever haunt me. At night when it’s quiet, I wonder what I would have done differently if given the opportunity. I’ll probably never know how much corporate tech knew and ignored in the hopes that it would go away while the problem continued to get worse. They had different priorities. The most voiceless and vulnerable exploited on corporate tech never had much of a voice, so corporate tech providers didn’t receive very much pushback.

Now I’m about to say something really wild, and you can call me whatever you want to call me, but I’m going to say what I believe to be true. I believe that the governments are either so incompetent that they allowed the proliferation of CSAM online, or they knowingly allowed the problem to fester long enough to have an excuse to violate privacy rights and erode end-to-end encryption. The US government could have seized the corporate tech providers over CSAM, but I believe that they were so useful as a propaganda arm for the regimes that they allowed them to continue virtually unscathed.

That season is done now, and the governments are making the issue a priority. It will come at a high cost. Privacy on corporate tech providers is virtually done as I’m typing this. It feels like a death rattle. I’m not particularly sure that we had much digital privacy to begin with, but the illusion of a veil of privacy feels gone.

To make matters slightly more complex, it would be hard to convince me that once AI really gets going, digital privacy will exist at all.

I believe that there should be a conversation shift to preserving freedoms and human rights in a post-privacy society.

I don’t want to get locked up because AI predicted a nasty post online from me about the government. I’m not a doomer about AI—I’m just going to roll with it personally. I’m looking forward to the positive changes that will be brought forth by AI. I see it as inevitable. A bit of privacy was helpful while it lasted. Please keep fighting to preserve what is left of privacy either way because I could be wrong about all of this.

On the topic of AI, the addition of AI to the horrific crime of child sexual abuse material and child sexual exploitation in multiple ways so far has been devastating. It’s currently out of control. The genie is out of the bottle. I am hopeful that innovation will get us humans out of this, but I’m not sure how or how long it will take. We must be extremely cautious around AI legislation. It should not be illegal to innovate even if some bad comes with the good. I don’t trust that the governments are equipped to decide the best pathway forward for AI. Source: the entire history of the government.

I have been personally negatively impacted by AI-generated content. Every few days, I get another alert that I’m featured again in what’s called “deep fake pornography” without my consent. I’m not happy about it, but what pains me the most is the thought that for a period of time down the road, many globally will experience what myself and others are experiencing now by being digitally sexually abused in this way. If you have ever had your picture taken and posted online, you are also at risk of being exploited in this way. Your child’s image can be used as well, unfortunately, and this is just the beginning of this particular nightmare. It will move to more realistic interpretations of sexual behaviors as technology improves. I have no brave words of wisdom about how to deal with that emotionally. I do have hope that innovation will save the day around this specific issue. I’m nervous that everyone online will have to ID verify due to this issue. I see that as one possible outcome that could help to prevent one problem but inadvertently cause more problems, especially for those living under authoritarian regimes or anyone who needs to remain anonymous online. A zero-knowledge proof (ZKP) would probably be the best solution to these issues. There are some survivors of violence and/or sexual trauma who need to remain anonymous online for various reasons. There are survivor stories available online of those who have been abused in this way. I’d encourage you seek out and listen to their stories.

There have been periods of time recently where I hesitate to say anything at all because more than likely AI will cover most of my concerns about education, awareness, prevention, detection, and removal of child sexual exploitation online, etc.

Unfortunately, some of the most pressing issues we’ve seen online over the last few years come in the form of “sextortion.” Self-generated child sexual exploitation (SG-CSEM) numbers are continuing to be terrifying. I’d strongly encourage that you look into sextortion data. AI + sextortion is also a huge concern. The perpetrators are using the non-sexually explicit images of children and putting their likeness on AI-generated child sexual exploitation content and extorting money, more imagery, or both from minors online. It’s like a million nightmares wrapped into one. The wild part is that these issues will only get more pervasive because technology is harnessed to perpetuate horror at a scale unimaginable to a human mind.

Even if you banned phones and the internet or tried to prevent children from accessing the internet, it wouldn’t solve it. Child sexual exploitation will still be with us until as a society we start to prevent the crime before it happens. That is the only human way out right now.

There is no reset button on the internet, but if I could go back, I’d tell survivor advocates to heed the warnings of the early internet builders and to start education and awareness campaigns designed to prevent as much online child sexual exploitation as possible. The internet and technology moved quickly, and I don’t believe that society ever really caught up. We live in a world where a child can be groomed by a predator in their own home while sitting on a couch next to their parents watching TV. We weren’t ready as a species to tackle the fast-paced algorithms and dangers online. It happened too quickly for parents to catch up. How can you parent for the ever-changing digital world unless you are constantly aware of the dangers?

I don’t think that the internet is inherently bad. I believe that it can be a powerful tool for freedom and resistance. I’ve spoken a lot about the bad online, but there is beauty as well. We often discuss how victims and survivors are abused online; we rarely discuss the fact that countless survivors around the globe have been able to share their experiences, strength, hope, as well as provide resources to the vulnerable. I do question if giving any government or tech company access to censorship, surveillance, etc., online in the name of serving survivors might not actually impact a portion of survivors negatively. There are a fair amount of survivors with powerful abusers protected by governments and the corporate press. If a survivor cannot speak to the press about their abuse, the only place they can go is online, directly or indirectly through an independent journalist who also risks being censored. This scenario isn’t hard to imagine—it already happened in China. During #MeToo, a survivor in China wanted to post their story. The government censored the post, so the survivor put their story on the blockchain. I’m excited that the survivor was creative and brave, but it’s terrifying to think that we live in a world where that situation is a necessity.

I believe that the future for many survivors sharing their stories globally will be on completely censorship-resistant and decentralized protocols. This thought in particular gives me hope. When we listen to the experiences of a diverse group of survivors, we can start to understand potential solutions to preventing the crimes from happening in the first place.

My heart is broken over the gut-wrenching stories of survivors sexually exploited online. Every time I hear the story of a survivor, I do think to myself quietly, “What could have prevented this from happening in the first place?” My heart is with survivors.

My head, on the other hand, is full of the understanding that the internet should remain free. The free flow of information should not be stopped. My mind is with the innocent citizens around the globe that deserve freedom both online and offline.

The problem is that governments don’t only want to censor illegal content that violates human rights—they create legislation that is so broad that it can impact speech and privacy of all. “Don’t you care about the kids?” Yes, I do. I do so much that I’m invested in finding solutions. I also care about all citizens around the globe that deserve an opportunity to live free from a mass surveillance society. If terrorism happens online, I should not be punished by losing my freedom. If drugs are sold online, I should not be punished. I’m not an abuser, I’m not a terrorist, and I don’t engage in illegal behaviors. I refuse to lose freedom because of others’ bad behaviors online.

I want to be clear that on a long enough timeline, the governments will decide that they can be better parents/caregivers than you can if something isn’t done to stop minors from being sexually exploited online. The price will be a complete loss of anonymity, privacy, free speech, and freedom of religion online. I find it rather insulting that governments think they’re better equipped to raise children than parents and caretakers.

So we can’t go backwards—all that we can do is go forward. Those who want to have freedom will find technology to facilitate their liberation. This will lead many over time to decentralized and open protocols. So as far as I’m concerned, this does solve a few of my worries—those who need, want, and deserve to speak freely online will have the opportunity in most countries—but what about online child sexual exploitation?

When I popped up around the decentralized space, I was met with the fear of censorship. I’m not here to censor you. I don’t write code. I couldn’t censor anyone or any piece of content even if I wanted to across the internet, no matter how depraved. I don’t have the skills to do that.

I’m here to start a conversation. Freedom comes at a cost. You must always fight for and protect your freedom. I can’t speak about protecting yourself from all of the Four Horsemen because I simply don’t know the topics well enough, but I can speak about this one topic.

If there was a shortcut to ending online child sexual exploitation, I would have found it by now. There isn’t one right now. I believe that education is the only pathway forward to preventing the crime of online child sexual exploitation for future generations.

I propose a yearly education course for every child of all school ages, taught as a standard part of the curriculum. Ideally, parents/caregivers would be involved in the education/learning process.

Course: - The creation of the internet and computers - The fight for cryptography - The tech supply chain from the ground up (example: human rights violations in the supply chain) - Corporate tech - Freedom tech - Data privacy - Digital privacy rights - AI (history-current) - Online safety (predators, scams, catfishing, extortion) - Bitcoin - Laws - How to deal with online hate and harassment - Information on who to contact if you are being abused online or offline - Algorithms - How to seek out the truth about news, etc., online

The parents/caregivers, homeschoolers, unschoolers, and those working to create decentralized parallel societies have been an inspiration while writing this, but my hope is that all children would learn this course, even in government ran schools. Ideally, parents would teach this to their own children.

The decentralized space doesn’t want child sexual exploitation to thrive. Here’s the deal: there has to be a strong prevention effort in order to protect the next generation. The internet isn’t going anywhere, predators aren’t going anywhere, and I’m not down to let anyone have the opportunity to prove that there is a need for more government. I don’t believe that the government should act as parents. The governments have had a chance to attempt to stop online child sexual exploitation, and they didn’t do it. Can we try a different pathway forward?

I’d like to put myself out of a job. I don’t want to ever hear another story like John Doe #1 ever again. This will require work. I’ve often called online child sexual exploitation the lynchpin for the internet. It’s time to arm generations of children with knowledge and tools. I can’t do this alone.

Individuals have fought so that I could have freedom online. I want to fight to protect it. I don’t want child predators to give the government any opportunity to take away freedom. Decentralized spaces are as close to a reset as we’ll get with the opportunity to do it right from the start. Start the youth off correctly by preventing potential hazards to the best of your ability.

The good news is anyone can work on this! I’d encourage you to take it and run with it. I added the additional education about the history of the internet to make the course more educational and fun. Instead of cleaning up generations of destroyed lives due to online sexual exploitation, perhaps this could inspire generations of those who will build our futures. Perhaps if the youth is armed with knowledge, they can create more tools to prevent the crime.

This one solution that I’m suggesting can be done on an individual level or on a larger scale. It should be adjusted depending on age, learning style, etc. It should be fun and playful.

This solution does not address abuse in the home or some of the root causes of offline child sexual exploitation. My hope is that it could lead to some survivors experiencing abuse in the home an opportunity to disclose with a trusted adult. The purpose for this solution is to prevent the crime of online child sexual exploitation before it occurs and to arm the youth with the tools to contact safe adults if and when it happens.

In closing, I went to hell a few times so that you didn’t have to. I spoke to the mothers of survivors of minors sexually exploited online—their tears could fill rivers. I’ve spoken with political dissidents who yearned to be free from authoritarian surveillance states. The only balance that I’ve found is freedom online for citizens around the globe and prevention from the dangers of that for the youth. Don’t slow down innovation and freedom. Educate, prepare, adapt, and look for solutions.

I’m not perfect and I’m sure that there are errors in this piece. I hope that you find them and it starts a conversation.

@ 04c915da:3dfbecc9

There is something quietly rebellious about stacking sats. In a world obsessed with instant gratification, choosing to patiently accumulate Bitcoin, one sat at a time, feels like a middle finger to the hype machine. But to do it right, you have got to stay humble. Stack too hard with your head in the clouds, and you will trip over your own ego before the next halving even hits.

Small Wins

Stacking sats is not glamorous. Discipline. Stacking every day, week, or month, no matter the price, and letting time do the heavy lifting. Humility lives in that consistency. You are not trying to outsmart the market or prove you are the next "crypto" prophet. Just a regular person, betting on a system you believe in, one humble stack at a time. Folks get rekt chasing the highs. They ape into some shitcoin pump, shout about it online, then go silent when they inevitably get rekt. The ones who last? They stack. Just keep showing up. Consistency. Humility in action. Know the game is long, and you are not bigger than it.

Ego is Volatile

Bitcoin’s swings can mess with your head. One day you are up 20%, feeling like a genius and the next down 30%, questioning everything. Ego will have you panic selling at the bottom or over leveraging the top. Staying humble means patience, a true bitcoin zen. Do not try to "beat” Bitcoin. Ride it. Stack what you can afford, live your life, and let compounding work its magic.

Simplicity

There is a beauty in how stacking sats forces you to rethink value. A sat is worth less than a penny today, but every time you grab a few thousand, you plant a seed. It is not about flaunting wealth but rather building it, quietly, without fanfare. That mindset spills over. Cut out the noise: the overpriced coffee, fancy watches, the status games that drain your wallet. Humility is good for your soul and your stack. I have a buddy who has been stacking since 2015. Never talks about it unless you ask. Lives in a decent place, drives an old truck, and just keeps stacking. He is not chasing clout, he is chasing freedom. That is the vibe: less ego, more sats, all grounded in life.

The Big Picture

Stack those sats. Do it quietly, do it consistently, and do not let the green days puff you up or the red days break you down. Humility is the secret sauce, it keeps you grounded while the world spins wild. In a decade, when you look back and smile, it will not be because you shouted the loudest. It will be because you stayed the course, one sat at a time. \ \ Stay Humble and Stack Sats. 🫡

@ e6817453:b0ac3c39

The temporal semantics and temporal and time-aware knowledge graphs. We have different memory models for artificial intelligence agents. We all try to mimic somehow how the brain works, or at least how the declarative memory of the brain works. We have the split of episodic memory and semantic memory. And we also have a lot of theories, right?

Declarative Memory of the Human Brain

How is the semantic memory formed? We all know that our brain stores semantic memory quite close to the concept we have with the personal knowledge graphs, that it’s connected entities. They form a connection with each other and all those things. So far, so good. And actually, then we have a lot of concepts, how the episodic memory and our experiences gets transmitted to the semantic:

• hippocampus indexing and retrieval
• sanitization of episodic memories
• episodic-semantic shift theory

They all give a different perspective on how different parts of declarative memory cooperate.

We know that episodic memories get semanticized over time. You have semantic knowledge without the notion of time, and probably, your episodic memory is just decayed.

But, you know, it’s still an open question:

do we want to mimic an AI agent’s memory as a human brain memory, or do we want to create something different?

It’s an open question to which we have no good answer. And if you go to the theory of neuroscience and check how episodic and semantic memory interfere, you will still find a lot of theories, yeah?

Some of them say that you have the hippocampus that keeps the indexes of the memory. Some others will say that you semantic the episodic memory. Some others say that you have some separate process that digests the episodic and experience to the semantics. But all of them agree on the plan that it’s operationally two separate areas of memories and even two separate regions of brain, and the semantic, it’s more, let’s say, protected.

So it’s harder to forget the semantical facts than the episodes and everything. And what I’m thinking about for a long time, it’s this, you know, the semantic memory.

Temporal Semantics

It’s memory about the facts, but you somehow mix the time information with the semantics. I already described a lot of things, including how we could combine time with knowledge graphs and how people do it.

There are multiple ways we could persist such information, but we all hit the wall because the complexity of time and the semantics of time are highly complex concepts.

Time in a Semantic context is not a timestamp.

What I mean is that when you have a fact, and you just mentioned that I was there at this particular moment, like, I don’t know, 15:40 on Monday, it’s already awake because we don’t know which Monday, right? So you need to give the exact date, but usually, you do not have experiences like that.

You do not record your memories like that, except you do the journaling and all of the things. So, usually, you have no direct time references. What I mean is that you could say that I was there and it was some event, blah, blah, blah.

Somehow, we form a chain of events that connect with each other and maybe will be connected to some period of time if we are lucky enough. This means that we could not easily represent temporal-aware information as just a timestamp or validity and all of the things.

For sure, the validity of the knowledge graphs (simple quintuple with start and end dates)is a big topic, and it could solve a lot of things. It could solve a lot of the time cases. It’s super simple because you give the end and start dates, and you are done, but it does not answer facts that have a relative time or time information in facts . It could solve many use cases but struggle with facts in an indirect temporal context. I like the simplicity of this idea. But the problem of this approach that in most cases, we simply don’t have these timestamps. We don’t have the timestamp where this information starts and ends. And it’s not modeling many events in our life, especially if you have the processes or ongoing activities or recurrent events.

I’m more about thinking about the time of semantics, where you have a time model as a hybrid clock or some global clock that does the partial ordering of the events. It’s mean that you have the chain of the experiences and you have the chain of the facts that have the different time contexts.

We could deduct the time from this chain of the events. But it’s a big, big topic for the research. But what I want to achieve, actually, it’s not separation on episodic and semantic memory. It’s having something in between.

Blockchain of connected events and facts

I call it temporal-aware semantics or time-aware knowledge graphs, where we could encode the semantic fact together with the time component.I doubt that time should be the simple timestamp or the region of the two timestamps. For me, it is more a chain for facts that have a partial order and form a blockchain like a database or a partially ordered Acyclic graph of facts that are temporally connected. We could have some notion of time that is understandable to the agent and a model that allows us to order the events and focus on what the agent knows and how to order this time knowledge and create the chains of the events.

Time anchors

We may have a particular time in the chain that allows us to arrange a more concrete time for the rest of the events. But it’s still an open topic for research. The temporal semantics gets split into a couple of domains. One domain is how to add time to the knowledge graphs. We already have many different solutions. I described them in my previous articles.

Another domain is the agent's memory and how the memory of the artificial intelligence treats the time. This one, it’s much more complex. Because here, we could not operate with the simple timestamps. We need to have the representation of time that are understandable by model and understandable by the agent that will work with this model. And this one, it’s way bigger topic for the research.”

@ 211c0393:e9262c4d

Original: https://www.yakihonne.com/article/naddr1qvzqqqr4gupzqgguqwf52cyve89xnxc4eh95jklelgw646kkkcdhxm4fp05jvtzdqq2hj6fhtpqkuutdv4xxxazjv9t92atedev45mcwusz

Nihon no kakuseizai Nihon no kakusei-zai bijinesu no yami: Keisatsu, bōryokudan, soshite chinmoku no kyōhan kankei' no shinsō** 1. Bōryokudan no shihai kōzō (kōteki dēta ni motodzuku) yunyū izon no riyū: Kokunai seizō wa kon'nan (Heisei 6-nenkakusei-zai genryō kisei-hō' de kisei kyōka)￫ myanmā Chūgoku kara no mitsuyu ga shuryū (Kokuren yakubutsu hanzai jimusho World Drug Report 2023'). Bōryokudan no rieki-ritsu: 1 Kg-atari shiire kakaku 30 man-en ￫ kouri kakaku 500 man ~ 1000 man-en (Keisatsuchōyakubutsu jōsei hōkoku-sho' 2022-nen). 2. Keisatsu to bōryokudan no kyōsei kankei' taiho tōkei no fushizen-sa: Zen yakubutsu taiho-sha no 70-pāsento ga tanjun shoji (kōsei Rōdōshōyakubutsu ran'yō jōkyō' 2023-nen). Mitsuyu soshiki no tekihatsu wa zentai no 5-pāsento-miman (tōkyōchikentokusōbu dēta). Media no kenshō: NHK supesharu kakusei-zai sensō'(2021-nen) de shiteki sa retamattan yūzā yūsen sōsa' no jittai. 3. Mujun suru genjitsu juyō no fukashi-sei: G 7 de saikō no kakusei-zai kakaku (1 g-atari 3 ~ 7 man-en, Ō kome no 3-bai)￫ bōryokudan no bōri (Zaimushō soshiki hanzai shikin ryūdō chōsa'). Shiyōsha-ritsu wa hikui (jinkō no 0. 2%, Kokuren chōsa) ga, taiho-sha no kahansū o shimeru mujun. 4.Mitsuyu soshiki taisaku' no genkai kokusai-tekina shippai rei: Mekishiko (karuteru tekihatsu-go mo ichiba kakudai), Ōshū (gōsei yakubutsu no man'en)￫ daitai soshiki ga sokuza ni taitō (Ei ekonomisuto' 2023-nen 6 tsuki-gō). Nippon'nochiri-teki hande: Kaijō mitsuyu no tekihatsu-ritsu wa 10-pāsento-miman (Kaijōhoanchō hōkoku). 5. Kaiketsusaku no saikō (jijitsu ni motodzuku teian) ADHD chiryō-yaku no gōhō-ka: Amerika seishin'igakukaiADHD kanja no 60-pāsento ga jiko chiryō de ihō yakubutsu shiyō'(2019-nen kenkyū). Nihonde wa ritarin aderōru kinshi ￫ bōryokudan no ichiba dokusen. Rōdō kankyō kaikaku: Karō-shi rain koe no rōdō-sha 20-pāsento (Kōrōshō rōdō jikan chōsa' 2023-nen)￫ kakusei-zai juyō no ichiin. 6. Kokuhatsu no risuku to jōhō-gen tokumei-sei no jūyō-sei: Kako no bōryokudan hōfuku jirei (2018-nen, kokuhatsu kisha e no kyōhaku jiken Mainichishinbun hōdō). Kōteki dēta nomi in'yō: Rei:Keisatsuchō tōkei'Kokuren hōkoku-sho' nado daisansha kenshō kanōna jōhō. Ketsuron: Henkaku no tame ni wajijitsu' no kajika ga hitsuyō `yakubutsu = kojin no dōtokuteki mondai' to iu gensō ga, bōryokudan to fuhai kanryō o ri shite iru. Kokusai dēta to kokunai tōkei no mujun o tsuku koto de, shisutemu no giman o abakeru. Anzen'na kyōyū no tame ni: Kojin tokutei o sake, tokumei purattofōmu (tōa-jō fōramu-tō) de giron. Kōteki kikan no dēta o chokusetsu rinku (rei: Keisatsuchō PDF repōto). Kono bunsho wa, kōhyō sa reta tōkei media hōdō nomi o konkyo to shi, kojin no suisoku o haijo shite imasu. Kyōi o yokeru tame, gutaitekina kojin soshiki no hinan wa itotekini sakete imasu. Show more 1,321 / 5,000 Stimulants in Japan The dark side of the Japanese stimulant drug business:

The truth about the police, the yakuza, and their "silent complicity"**

1. The control structure of the yakuza (based on public data)

Reasons for dependence on imports: Domestic production is difficult (tightened regulations under the Stimulant Drug Raw Materials Control Act of 1994) → Smuggling from Myanmar and China is the norm (UNODC World Drug Report 2023).

Profit margins for yakuza: Purchase price of 300,000 yen per kg → Retail price of 5 to 10 million yen (National Police Agency Drug Situation Report 2022).

1. The "symbiotic relationship" between the police and the yakuza

The unnaturalness of arrest statistics: 70% of all drug arrests are for simple possession (Ministry of Health, Labor and Welfare Drug Abuse Situation 2023). Smuggling organizations account for less than 5% of all arrests (Tokyo District Public Prosecutors Office Special Investigation Unit data). Media verification: The reality of "end-user priority investigation" pointed out in the NHK special "Stimulant War" (2021).

1. Contradictory reality

Invisibility of demand: The highest stimulant drug price in the G7 (30,000 to 70,000 yen per gram, three times that of Europe and the United States) → Excessive profits by organized crime (Ministry of Finance "Survey on Organized Crime Fund Flows"). The contradiction that the user rate is low (0.2% of the population, UN survey), but accounts for the majority of arrests.

1. The limits of "countermeasures against smuggling organizations"

International examples of failure: Mexico (market expands even after cartel crackdown), Europe (proliferation of synthetic drugs) → Alternative organizations immediately emerge (UK "The Economist" June 2023 issue). Japan's geographical handicap: The crackdown rate for maritime smuggling is less than 10% (Japan Coast Guard report).

1. Rethinking solutions (fact-based proposals)

Legalization of ADHD medications:

American Psychiatric Association: "60% of ADHD patients self-medicate with illegal drugs" (2019 study).

Banning Ritalin and Adderall in Japan → Yakuza monopoly on the market.

Work environment reform:

20% of workers exceed the line of death from overwork (Ministry of Health, Labor and Welfare "Working Hours Survey" 2023) → One cause of stimulant drug demand.

1. Risks of accusation and sources of information

Importance of anonymity:

Past cases of Yakuza retaliation (2018, threat against accusing journalist, reported in the Mainichi Shimbun).

Citing only public data:

Examples: Information that can be verified by a third party, such as "National Police Agency statistics" and "UN reports".

Conclusion: Visualization of "facts" is necessary for change

The illusion that "drugs = individual moral problems" benefits Yakuza and corrupt bureaucrats.

Pointing out the contradictions between international data and domestic statistics can expose the deception of the system.

For safe sharing:

Avoid identifying individuals and discuss on anonymous platforms (such as forums on Tor).

Direct links to data from public organizations (e.g. National Police Agency PDF report).

This document is based solely on published statistics and media reports, and excludes personal speculation.

To avoid threats, we have intentionally avoided blaming specific individuals or organizations. Send feedback

@ 0fa80bd3:ea7325de

DAOs promised decentralization. They offered a system where every member could influence a project's direction, where money and power were transparently distributed, and decisions were made through voting. All of it recorded immutably on the blockchain, free from middlemen.

But something didn’t work out. In practice, most DAOs haven’t evolved into living, self-organizing organisms. They became something else: clubs where participation is unevenly distributed. Leaders remained - only now without formal titles. They hold influence through control over communications, task framing, and community dynamics. Centralization still exists, just wrapped in a new package.

But there's a second, less obvious problem. Crowds can’t create strategy. In DAOs, people vote for what "feels right to the majority." But strategy isn’t about what feels good - it’s about what’s necessary. Difficult, unpopular, yet forward-looking decisions often fail when put to a vote. A founder’s vision is a risk. But in healthy teams, it’s that risk that drives progress. In DAOs, risk is almost always diluted until it becomes something safe and vague.

Instead of empowering leaders, DAOs often neutralize them. This is why many DAOs resemble consensus machines. Everyone talks, debates, and participates, but very little actually gets done. One person says, “Let’s jump,” and five others respond, “Let’s discuss that first.” This dynamic might work for open forums, but not for action.

Decentralization works when there’s trust and delegation, not just voting. Until DAOs develop effective systems for assigning roles, taking ownership, and acting with flexibility, they will keep losing ground to old-fashioned startups led by charismatic founders with a clear vision.

We’ve seen this in many real-world cases. Take MakerDAO, one of the most mature and technically sophisticated DAOs. Its governance token (MKR) holders vote on everything from interest rates to protocol upgrades. While this has allowed for transparency and community involvement, the process is often slow and bureaucratic. Complex proposals stall. Strategic pivots become hard to implement. And in 2023, a controversial proposal to allocate billions to real-world assets passed only narrowly, after months of infighting - highlighting how vision and execution can get stuck in the mud of distributed governance.

On the other hand, Uniswap DAO, responsible for the largest decentralized exchange, raised governance participation only after launching a delegation system where token holders could choose trusted representatives. Still, much of the activity is limited to a small group of active contributors. The vast majority of token holders remain passive. This raises the question: is it really community-led, or just a formalized power structure with lower transparency?

Then there’s ConstitutionDAO, an experiment that went viral. It raised over $40 million in days to try and buy a copy of the U.S. Constitution. But despite the hype, the DAO failed to win the auction. Afterwards, it struggled with refund logistics, communication breakdowns, and confusion over governance. It was a perfect example of collective enthusiasm without infrastructure or planning - proof that a DAO can raise capital fast but still lack cohesion.

Not all efforts have failed. Projects like Gitcoin DAO have made progress by incentivizing small, individual contributions. Their quadratic funding mechanism rewards projects based on the number of contributors, not just the size of donations, helping to elevate grassroots initiatives. But even here, long-term strategy often falls back on a core group of organizers rather than broad community consensus.

The pattern is clear: when the stakes are low or the tasks are modular, DAOs can coordinate well. But when bold moves are needed—when someone has to take responsibility and act under uncertainty DAOs often freeze. In the name of consensus, they lose momentum.

That’s why the organization of the future can’t rely purely on decentralization. It must encourage individual initiative and the ability to take calculated risks. People need to see their contribution not just as a vote, but as a role with clear actions and expected outcomes. When the situation demands, they should be empowered to act first and present the results to the community afterwards allowing for both autonomy and accountability. That’s not a flaw in the system. It’s how real progress happens.

@ a39d19ec:3d88f61e

A state-controlled money supply can influence the development of socialist policies and practices in various ways. Although the relationship is not deterministic, state control over the money supply can contribute to a larger role of the state in the economy and facilitate the implementation of socialist ideals.

Fiscal Policy Capabilities

When the state manages the money supply, it gains the ability to implement fiscal policies that can lead to an expansion of social programs and welfare initiatives. Funding these programs by creating money can enhance the state's influence over the economy and move it closer to a socialist model. The Soviet Union, for instance, had a centralized banking system that enabled the state to fund massive industrialization and social programs, significantly expanding the state's role in the economy.

Wealth Redistribution

Controlling the money supply can also allow the state to influence economic inequality through monetary policies, effectively redistributing wealth and reducing income disparities. By implementing low-interest loans or providing financial assistance to disadvantaged groups, the state can narrow the wealth gap and promote social equality, as seen in many European welfare states.

Central Planning

A state-controlled money supply can contribute to increased central planning, as the state gains more influence over the economy. Central banks, which are state-owned or heavily influenced by the state, play a crucial role in managing the money supply and facilitating central planning. This aligns with socialist principles that advocate for a planned economy where resources are allocated according to social needs rather than market forces.

Incentives for Staff

Staff members working in state institutions responsible for managing the money supply have various incentives to keep the system going. These incentives include job security, professional expertise and reputation, political alignment, regulatory capture, institutional inertia, and legal and administrative barriers. While these factors can differ among individuals, they can collectively contribute to the persistence of a state-controlled money supply system.

In conclusion, a state-controlled money supply can facilitate the development of socialist policies and practices by enabling fiscal policies, wealth redistribution, and central planning. The staff responsible for managing the money supply have diverse incentives to maintain the system, further ensuring its continuation. However, it is essential to note that many factors influence the trajectory of an economic system, and the relationship between state control over the money supply and socialism is not inevitable.

@ a39d19ec:3d88f61e

This week's functional 3d print is the "Dino Clip".

Dino Clip

I printed it some years ago for my son, so he would have his own clip for cereal bags.

Now it is used to hold a bag of dog food close.

The design by "Sneaks" is a so called "print in place". This means that the whole clip with moving parts is printed in one part, without the need for assembly after the print. The clip is very strong, and I would print it again if I need a "heavy duty" clip for more rigid or big bags. Link to the file at Printables

@ 3283ef81:0a531a33

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@ 6389be64:ef439d32

GA, plebs. The latest episode of Bitcoin And is out, and, as always, the chicanery is running rampant. Let’s break down the biggest topics I covered, and if you want the full, unfiltered rant, make sure to listen to the episode linked below.

House Democrats’ MEME Act: A Bad Joke?

House Democrats are proposing a bill to ban presidential meme coins, clearly aimed at Trump’s and Melania’s ill-advised token launches. While grifters launching meme coins is bad, this bill is just as ridiculous. If this legislation moves forward, expect a retaliatory strike exposing how politicians like Pelosi and Warren mysteriously amassed their fortunes. Will it pass? Doubtful. But it’s another sign of the government’s obsession with regulating everything except itself.

Senate Banking’s First Digital Asset Hearing: The Real Target Is You

Cynthia Lummis chaired the first digital asset hearing, and—surprise!—it was all about control. The discussion centered on stablecoins, AML, and KYC regulations, with witnesses suggesting Orwellian measures like freezing stablecoin transactions unless pre-approved by authorities. What was barely mentioned? Bitcoin. They want full oversight of stablecoins, which is really about controlling financial freedom. Expect more nonsense targeting self-custody wallets under the guise of stopping “bad actors.”

Bank of America and PayPal Want In on Stablecoins

Bank of America’s CEO openly stated they’ll launch a stablecoin as soon as regulation allows. Meanwhile, PayPal’s CEO paid for a hat using Bitcoin—not their own stablecoin, Pi USD. Why wouldn’t he use his own product? Maybe he knows stablecoins aren’t what they’re hyped up to be. Either way, the legacy financial system is gearing up to flood the market with stablecoins, not because they love crypto, but because it’s a tool to extend U.S. dollar dominance.

MetaPlanet Buys the Dip

Japan’s MetaPlanet issued $13.4M in bonds to buy more Bitcoin, proving once again that institutions see the writing on the wall. Unlike U.S. regulators who obsess over stablecoins, some companies are actually stacking sats.

UK Expands Crypto Seizure Powers

Across the pond, the UK government is pushing legislation to make it easier to seize and destroy crypto linked to criminal activity. While they frame it as going after the bad guys, it’s another move toward centralized control and financial surveillance.

Bitcoin Tools & Tech: Arc, SatoChip, and Nunchuk

Some bullish Bitcoin developments: ARC v0.5 is making Bitcoin’s second layer more efficient, SatoChip now supports Taproot and Nostr, and Nunchuk launched a group wallet with chat, making multisig collaboration easier.

The Bottom Line

The state is coming for financial privacy and control, and stablecoins are their weapon of choice. Bitcoiners need to stay focused, keep their coins in self-custody, and build out parallel systems. Expect more regulatory attacks, but don’t let them distract you—just keep stacking and transacting in ways they can’t control.

🎧 Listen to the full episode here: https://fountain.fm/episode/PYITCo18AJnsEkKLz2Ks

💰 Support the show by boosting sats on Podcasting 2.0! and I will see you on the other side.

@ fd208ee8:0fd927c1

E-cash are coupons or tokens for Bitcoin, or Bitcoin debt notes that the mint issues. The e-cash states, essentially, "IoU 2900 sats".

They're redeemable for Bitcoin on Lightning (hard money), and therefore can be used as cash (softer money), so long as the mint has a good reputation. That means that they're less fungible than Lightning because the e-cash from one mint can be more or less valuable than the e-cash from another. If a mint is buggy, offline, or disappears, then the e-cash is unreedemable.

It also means that e-cash is more anonymous than Lightning, and that the sender and receiver's wallets don't need to be online, to transact. Nutzaps now add the possibility of parking transactions one level farther out, on a relay. The same relays that cannot keep npub profiles and follow lists consistent will now do monetary transactions.

What we then have is * a transaction on a relay that triggers * a transaction on a mint that triggers * a transaction on Lightning that triggers * a transaction on Bitcoin.

Which means that every relay that stores the nuts is part of a wildcat banking system. Which is fine, but relay operators should consider whether they wish to carry the associated risks and liabilities. They should also be aware that they should implement the appropriate features in their relay, such as expiration tags (nuts rot after 2 weeks), and to make sure that only expired nuts are deleted.

There will be plenty of specialized relays for this, so don't feel pressured to join in, and research the topic carefully, for yourself.

https://github.com/nostr-protocol/nips/blob/master/60.md

@ 3283ef81:0a531a33

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@ c066aac5:6a41a034

I’m drawn to extremities in art. The louder, the bolder, the more outrageous, the better. Bold art takes me out of the mundane into a whole new world where anything and everything is possible. Having grown up in the safety of the suburban midwest, I was a bit of a rebellious soul in search of the satiation that only came from the consumption of the outrageous. My inclination to find bold art draws me to NOSTR, because I believe NOSTR can be the place where the next generation of artistic pioneers go to express themselves. I also believe that as much as we are able, were should invite them to come create here.

My Background: A Small Side Story

My father was a professional gamer in the 80s, back when there was no money or glory in the avocation. He did get a bit of spotlight though after the fact: in the mid 2000’s there were a few parties making documentaries about that era of gaming as well as current arcade events (namely 2007’sChasing GhostsandThe King of Kong: A Fistful of Quarters). As a result of these documentaries, there was a revival in the arcade gaming scene. My family attended events related to the documentaries or arcade gaming and I became exposed to a lot of things I wouldn’t have been able to find. The producer ofThe King of Kong: A Fistful of Quarters had previously made a documentary calledNew York Dollwhich was centered around the life of bassist Arthur Kane. My 12 year old mind was blown: The New York Dolls were a glam-punk sensation dressed in drag. The music was from another planet. Johnny Thunders’ guitar playing was like Chuck Berry with more distortion and less filter. Later on I got to meet the Galaga record holder at the time, Phil Day, in Ottumwa Iowa. Phil is an Australian man of high intellect and good taste. He exposed me to great creators such as Nick Cave & The Bad Seeds, Shakespeare, Lou Reed, artists who created things that I had previously found inconceivable.

I believe this time period informed my current tastes and interests, but regrettably I think it also put coals on the fire of rebellion within. I stopped taking my parents and siblings seriously, the Christian faith of my family (which I now hold dearly to) seemed like a mundane sham, and I felt I couldn’t fit in with most people because of my avant-garde tastes. So I write this with the caveat that there should be a way to encourage these tastes in children without letting them walk down the wrong path. There is nothing inherently wrong with bold art, but I’d advise parents to carefully find ways to cultivate their children’s tastes without completely shutting them down and pushing them away as a result. My parents were very loving and patient during this time; I thank God for that.

With that out of the way, lets dive in to some bold artists:

Nicolas Cage: Actor

There is an excellent video by Wisecrack on Nicolas Cage that explains him better than I will, which I will linkhere. Nicolas Cage rejects the idea that good acting is tied to mere realism; all of his larger than life acting decisions are deliberate choices. When that clicked for me, I immediately realized the man is a genius. He borrows from Kabuki and German Expressionism, art forms that rely on exaggeration to get the message across. He has even created his own acting style, which he calls Nouveau Shamanic. He augments his imagination to go from acting to being. Rather than using the old hat of method acting, he transports himself to a new world mentally. The projects he chooses to partake in are based on his own interests or what he considers would be a challenge (making a bad script good for example). Thus it doesn’t matter how the end result comes out; he has already achieved his goal as an artist. Because of this and because certain directors don’t know how to use his talents, he has a noticeable amount of duds in his filmography. Dig around the duds, you’ll find some pure gold. I’d personally recommend the filmsPig, Joe, Renfield, and his Christmas film The Family Man.

Nick Cave: Songwriter

What a wild career this man has had! From the apocalyptic mayhem of his band The Birthday Party to the pensive atmosphere of his albumGhosteen, it seems like Nick Cave has tried everything. I think his secret sauce is that he’s always working. He maintains an excellent newsletter calledThe Red Hand Files, he has written screenplays such asLawless, he has written books, he has made great film scores such asThe Assassination of Jesse James by the Coward Robert Ford, the man is religiously prolific. I believe that one of the reasons he is prolific is that he’s not afraid to experiment. If he has an idea, he follows it through to completion. From the albumMurder Ballads(which is comprised of what the title suggests) to his rejected sequel toGladiator(Gladiator: Christ Killer), he doesn’t seem to be afraid to take anything on. This has led to some over the top works as well as some deeply personal works. Albums likeSkeleton TreeandGhosteenwere journeys through the grief of his son’s death. The Boatman’s Callis arguably a better break-up album than anything Taylor Swift has put out. He’s not afraid to be outrageous, he’s not afraid to offend, but most importantly he’s not afraid to be himself. Works I’d recommend include The Birthday Party’sLive 1981-82, Nick Cave & The Bad Seeds’The Boatman’s Call, and the filmLawless.

Jim Jarmusch: Director

I consider Jim’s films to be bold almost in an ironic sense: his works are bold in that they are, for the most part, anti-sensational. He has a rule that if his screenplays are criticized for a lack of action, he makes them even less eventful. Even with sensational settings his films feel very close to reality, and they demonstrate the beauty of everyday life. That's what is bold about his art to me: making the sensational grounded in reality while making everyday reality all the more special. Ghost Dog: The Way of the Samurai is about a modern-day African-American hitman who strictly follows the rules of the ancient Samurai, yet one can resonate with the humanity of a seemingly absurd character. Only Lovers Left Aliveis a vampire love story, but in the middle of a vampire romance one can see their their own relationships in a new deeply human light. Jim’s work reminds me that art reflects life, and that there is sacred beauty in seemingly mundane everyday life. I personally recommend his filmsPaterson,Down by Law, andCoffee and Cigarettes.

NOSTR: We Need Bold Art

NOSTR is in my opinion a path to a better future. In a world creeping slowly towards everything apps, I hope that the protocol where the individual owns their data wins over everything else. I love freedom and sovereignty. If NOSTR is going to win the race of everything apps, we need more than Bitcoin content. We need more than shirtless bros paying for bananas in foreign countries and exercising with girls who have seductive accents. Common people cannot see themselves in such a world. NOSTR needs to catch the attention of everyday people. I don’t believe that this can be accomplished merely by introducing more broadly relevant content; people are searching for content that speaks to them. I believe that NOSTR can and should attract artists of all kinds because NOSTR is one of the few places on the internet where artists can express themselves fearlessly. Getting zaps from NOSTR’s value-for-value ecosystem has far less friction than crowdfunding a creative project or pitching investors that will irreversibly modify an artist’s vision. Having a place where one can post their works without fear of censorship should be extremely enticing. Having a place where one can connect with fellow humans directly as opposed to a sea of bots should seem like the obvious solution. If NOSTR can become a safe haven for artists to express themselves and spread their work, I believe that everyday people will follow. The banker whose stressful job weighs on them will suddenly find joy with an original meme made by a great visual comedian. The programmer for a healthcare company who is drowning in hopeless mundanity could suddenly find a new lust for life by hearing the song of a musician who isn’t afraid to crowdfund their their next project by putting their lighting address on the streets of the internet. The excel guru who loves independent film may find that NOSTR is the best way to support non corporate movies. My closing statement: continue to encourage the artists in your life as I’m sure you have been, but while you’re at it give them the purple pill. You may very well be a part of building a better future.

@ a367f9eb:0633efea

Last week, an investigation by Reuters revealed that Chinese researchers have been using open-source AI tools to build nefarious-sounding models that may have some military application.

The reporting purports that adversaries in the Chinese Communist Party and its military wing are taking advantage of the liberal software licensing of American innovations in the AI space, which could someday have capabilities to presumably harm the United States.

In a June paper reviewed by Reuters, six Chinese researchers from three institutions, including two under the People’s Liberation Army’s (PLA) leading research body, the Academy of Military Science (AMS), detailed how they had used an early version of Meta’s Llama as a base for what it calls “ChatBIT”.

The researchers used an earlier Llama 13B large language model (LLM) from Meta, incorporating their own parameters to construct a military-focused AI tool to gather and process intelligence, and offer accurate and reliable information for operational decision-making.

While I’m doubtful that today’s existing chatbot-like tools will be the ultimate battlefield for a new geopolitical war (queue up the computer-simulated war from the Star Trek episode “A Taste of Armageddon“), this recent exposé requires us to revisit why large language models are released as open-source code in the first place.

Added to that, should it matter that an adversary is having a poke around and may ultimately use them for some purpose we may not like, whether that be China, Russia, North Korea, or Iran?

The number of open-source AI LLMs continues to grow each day, with projects like Vicuna, LLaMA, BLOOMB, Falcon, and Mistral available for download. In fact, there are over one million open-source LLMs available as of writing this post. With some decent hardware, every global citizen can download these codebases and run them on their computer.

With regard to this specific story, we could assume it to be a selective leak by a competitor of Meta which created the LLaMA model, intended to harm its reputation among those with cybersecurity and national security credentials. There are potentially trillions of dollars on the line.

Or it could be the revelation of something more sinister happening in the military-sponsored labs of Chinese hackers who have already been caught attacking American infrastructure, data, and yes, your credit history?

As consumer advocates who believe in the necessity of liberal democracies to safeguard our liberties against authoritarianism, we should absolutely remain skeptical when it comes to the communist regime in Beijing. We’ve written as much many times.

At the same time, however, we should not subrogate our own critical thinking and principles because it suits a convenient narrative.

Consumers of all stripes deserve technological freedom, and innovators should be free to provide that to us. And open-source software has provided the very foundations for all of this.

Open-source matters When we discuss open-source software and code, what we’re really talking about is the ability for people other than the creators to use it.

The various licensing schemes – ranging from GNU General Public License (GPL) to the MIT License and various public domain classifications – determine whether other people can use the code, edit it to their liking, and run it on their machine. Some licenses even allow you to monetize the modifications you’ve made.

While many different types of software will be fully licensed and made proprietary, restricting or even penalizing those who attempt to use it on their own, many developers have created software intended to be released to the public. This allows multiple contributors to add to the codebase and to make changes to improve it for public benefit.

Open-source software matters because anyone, anywhere can download and run the code on their own. They can also modify it, edit it, and tailor it to their specific need. The code is intended to be shared and built upon not because of some altruistic belief, but rather to make it accessible for everyone and create a broad base. This is how we create standards for technologies that provide the ground floor for further tinkering to deliver value to consumers.

Open-source libraries create the building blocks that decrease the hassle and cost of building a new web platform, smartphone, or even a computer language. They distribute common code that can be built upon, assuring interoperability and setting standards for all of our devices and technologies to talk to each other.

I am myself a proponent of open-source software. The server I run in my home has dozens of dockerized applications sourced directly from open-source contributors on GitHub and DockerHub. When there are versions or adaptations that I don’t like, I can pick and choose which I prefer. I can even make comments or add edits if I’ve found a better way for them to run.

Whether you know it or not, many of you run the Linux operating system as the base for your Macbook or any other computer and use all kinds of web tools that have active repositories forked or modified by open-source contributors online. This code is auditable by everyone and can be scrutinized or reviewed by whoever wants to (even AI bots).

This is the same software that runs your airlines, powers the farms that deliver your food, and supports the entire global monetary system. The code of the first decentralized cryptocurrency Bitcoin is also open-source, which has allowed thousands of copycat protocols that have revolutionized how we view money.

You know what else is open-source and available for everyone to use, modify, and build upon?

PHP, Mozilla Firefox, LibreOffice, MySQL, Python, Git, Docker, and WordPress. All protocols and languages that power the web. Friend or foe alike, anyone can download these pieces of software and run them how they see fit.

Open-source code is speech, and it is knowledge.

We build upon it to make information and technology accessible. Attempts to curb open-source, therefore, amount to restricting speech and knowledge.

Open-source is for your friends, and enemies In the context of Artificial Intelligence, many different developers and companies have chosen to take their large language models and make them available via an open-source license.

At this very moment, you can click on over to Hugging Face, download an AI model, and build a chatbot or scripting machine suited to your needs. All for free (as long as you have the power and bandwidth).

Thousands of companies in the AI sector are doing this at this very moment, discovering ways of building on top of open-source models to develop new apps, tools, and services to offer to companies and individuals. It’s how many different applications are coming to life and thousands more jobs are being created.

We know this can be useful to friends, but what about enemies?

As the AI wars heat up between liberal democracies like the US, the UK, and (sluggishly) the European Union, we know that authoritarian adversaries like the CCP and Russia are building their own applications.

The fear that China will use open-source US models to create some kind of military application is a clear and present danger for many political and national security researchers, as well as politicians.

A bipartisan group of US House lawmakers want to put export controls on AI models, as well as block foreign access to US cloud servers that may be hosting AI software.

If this seems familiar, we should also remember that the US government once classified cryptography and encryption as “munitions” that could not be exported to other countries (see The Crypto Wars). Many of the arguments we hear today were invoked by some of the same people as back then.

Now, encryption protocols are the gold standard for many different banking and web services, messaging, and all kinds of electronic communication. We expect our friends to use it, and our foes as well. Because code is knowledge and speech, we know how to evaluate it and respond if we need to.

Regardless of who uses open-source AI, this is how we should view it today. These are merely tools that people will use for good or ill. It’s up to governments to determine how best to stop illiberal or nefarious uses that harm us, rather than try to outlaw or restrict building of free and open software in the first place.

Limiting open-source threatens our own advancement If we set out to restrict and limit our ability to create and share open-source code, no matter who uses it, that would be tantamount to imposing censorship. There must be another way.

If there is a “Hundred Year Marathon” between the United States and liberal democracies on one side and autocracies like the Chinese Communist Party on the other, this is not something that will be won or lost based on software licenses. We need as much competition as possible.

The Chinese military has been building up its capabilities with trillions of dollars’ worth of investments that span far beyond AI chatbots and skip logic protocols.

The theft of intellectual property at factories in Shenzhen, or in US courts by third-party litigation funding coming from China, is very real and will have serious economic consequences. It may even change the balance of power if our economies and countries turn to war footing.

But these are separate issues from the ability of free people to create and share open-source code which we can all benefit from. In fact, if we want to continue our way our life and continue to add to global productivity and growth, it’s demanded that we defend open-source.

If liberal democracies want to compete with our global adversaries, it will not be done by reducing the freedoms of citizens in our own countries.

Last week, an investigation by Reuters revealed that Chinese researchers have been using open-source AI tools to build nefarious-sounding models that may have some military application.

The reporting purports that adversaries in the Chinese Communist Party and its military wing are taking advantage of the liberal software licensing of American innovations in the AI space, which could someday have capabilities to presumably harm the United States.

In a June paper reviewed by Reuters, six Chinese researchers from three institutions, including two under the People’s Liberation Army’s (PLA) leading research body, the Academy of Military Science (AMS), detailed how they had used an early version of Meta’s Llama as a base for what it calls “ChatBIT”.

The researchers used an earlier Llama 13B large language model (LLM) from Meta, incorporating their own parameters to construct a military-focused AI tool to gather and process intelligence, and offer accurate and reliable information for operational decision-making.

While I’m doubtful that today’s existing chatbot-like tools will be the ultimate battlefield for a new geopolitical war (queue up the computer-simulated war from the Star Trek episode “A Taste of Armageddon“), this recent exposé requires us to revisit why large language models are released as open-source code in the first place.

Added to that, should it matter that an adversary is having a poke around and may ultimately use them for some purpose we may not like, whether that be China, Russia, North Korea, or Iran?

The number of open-source AI LLMs continues to grow each day, with projects like Vicuna, LLaMA, BLOOMB, Falcon, and Mistral available for download. In fact, there are over one million open-source LLMs available as of writing this post. With some decent hardware, every global citizen can download these codebases and run them on their computer.

With regard to this specific story, we could assume it to be a selective leak by a competitor of Meta which created the LLaMA model, intended to harm its reputation among those with cybersecurity and national security credentials. There are potentially trillions of dollars on the line.

Or it could be the revelation of something more sinister happening in the military-sponsored labs of Chinese hackers who have already been caught attacking American infrastructure, data, and yes, your credit history?

As consumer advocates who believe in the necessity of liberal democracies to safeguard our liberties against authoritarianism, we should absolutely remain skeptical when it comes to the communist regime in Beijing. We’ve written as much many times.

At the same time, however, we should not subrogate our own critical thinking and principles because it suits a convenient narrative.

Consumers of all stripes deserve technological freedom, and innovators should be free to provide that to us. And open-source software has provided the very foundations for all of this.

Open-source matters

When we discuss open-source software and code, what we’re really talking about is the ability for people other than the creators to use it.

The various licensing schemes – ranging from GNU General Public License (GPL) to the MIT License and various public domain classifications – determine whether other people can use the code, edit it to their liking, and run it on their machine. Some licenses even allow you to monetize the modifications you’ve made.

While many different types of software will be fully licensed and made proprietary, restricting or even penalizing those who attempt to use it on their own, many developers have created software intended to be released to the public. This allows multiple contributors to add to the codebase and to make changes to improve it for public benefit.

Open-source software matters because anyone, anywhere can download and run the code on their own. They can also modify it, edit it, and tailor it to their specific need. The code is intended to be shared and built upon not because of some altruistic belief, but rather to make it accessible for everyone and create a broad base. This is how we create standards for technologies that provide the ground floor for further tinkering to deliver value to consumers.

Open-source libraries create the building blocks that decrease the hassle and cost of building a new web platform, smartphone, or even a computer language. They distribute common code that can be built upon, assuring interoperability and setting standards for all of our devices and technologies to talk to each other.

I am myself a proponent of open-source software. The server I run in my home has dozens of dockerized applications sourced directly from open-source contributors on GitHub and DockerHub. When there are versions or adaptations that I don’t like, I can pick and choose which I prefer. I can even make comments or add edits if I’ve found a better way for them to run.

Whether you know it or not, many of you run the Linux operating system as the base for your Macbook or any other computer and use all kinds of web tools that have active repositories forked or modified by open-source contributors online. This code is auditable by everyone and can be scrutinized or reviewed by whoever wants to (even AI bots).

This is the same software that runs your airlines, powers the farms that deliver your food, and supports the entire global monetary system. The code of the first decentralized cryptocurrency Bitcoin is also open-source, which has allowed thousands of copycat protocols that have revolutionized how we view money.

You know what else is open-source and available for everyone to use, modify, and build upon?

PHP, Mozilla Firefox, LibreOffice, MySQL, Python, Git, Docker, and WordPress. All protocols and languages that power the web. Friend or foe alike, anyone can download these pieces of software and run them how they see fit.

Open-source code is speech, and it is knowledge.

We build upon it to make information and technology accessible. Attempts to curb open-source, therefore, amount to restricting speech and knowledge.

Open-source is for your friends, and enemies

In the context of Artificial Intelligence, many different developers and companies have chosen to take their large language models and make them available via an open-source license.

At this very moment, you can click on over to Hugging Face, download an AI model, and build a chatbot or scripting machine suited to your needs. All for free (as long as you have the power and bandwidth).

Thousands of companies in the AI sector are doing this at this very moment, discovering ways of building on top of open-source models to develop new apps, tools, and services to offer to companies and individuals. It’s how many different applications are coming to life and thousands more jobs are being created.

We know this can be useful to friends, but what about enemies?

As the AI wars heat up between liberal democracies like the US, the UK, and (sluggishly) the European Union, we know that authoritarian adversaries like the CCP and Russia are building their own applications.

The fear that China will use open-source US models to create some kind of military application is a clear and present danger for many political and national security researchers, as well as politicians.

A bipartisan group of US House lawmakers want to put export controls on AI models, as well as block foreign access to US cloud servers that may be hosting AI software.

If this seems familiar, we should also remember that the US government once classified cryptography and encryption as “munitions” that could not be exported to other countries (see The Crypto Wars). Many of the arguments we hear today were invoked by some of the same people as back then.

Now, encryption protocols are the gold standard for many different banking and web services, messaging, and all kinds of electronic communication. We expect our friends to use it, and our foes as well. Because code is knowledge and speech, we know how to evaluate it and respond if we need to.

Regardless of who uses open-source AI, this is how we should view it today. These are merely tools that people will use for good or ill. It’s up to governments to determine how best to stop illiberal or nefarious uses that harm us, rather than try to outlaw or restrict building of free and open software in the first place.

Limiting open-source threatens our own advancement

If we set out to restrict and limit our ability to create and share open-source code, no matter who uses it, that would be tantamount to imposing censorship. There must be another way.

If there is a “Hundred Year Marathon” between the United States and liberal democracies on one side and autocracies like the Chinese Communist Party on the other, this is not something that will be won or lost based on software licenses. We need as much competition as possible.

The Chinese military has been building up its capabilities with trillions of dollars’ worth of investments that span far beyond AI chatbots and skip logic protocols.

The theft of intellectual property at factories in Shenzhen, or in US courts by third-party litigation funding coming from China, is very real and will have serious economic consequences. It may even change the balance of power if our economies and countries turn to war footing.

But these are separate issues from the ability of free people to create and share open-source code which we can all benefit from. In fact, if we want to continue our way our life and continue to add to global productivity and growth, it’s demanded that we defend open-source.

If liberal democracies want to compete with our global adversaries, it will not be done by reducing the freedoms of citizens in our own countries.

Originally published on the website of the Consumer Choice Center.

@ e3ba5e1a:5e433365

President Trump has started rolling out his tariffs, something I blogged about in November. People are talking about these tariffs a lot right now, with many people (correctly) commenting on how consumers will end up with higher prices as a result of these tariffs. While that part is true, I’ve seen a lot of people taking it to the next, incorrect step: that consumers will pay the entirety of the tax. I put up a poll on X to see what people thought, and while the right answer got a lot of votes, it wasn't the winner.

For purposes of this blog post, our ultimate question will be the following:

• Suppose apples currently sell for $1 each in the entire United States.
• There are domestic sellers and foreign sellers of apples, all receiving the same price.
• There are no taxes or tariffs on the purchase of apples.
• The question is: if the US federal government puts a $0.50 import tariff per apple, what will be the change in the following:
• Number of apples bought in the US
• Price paid by buyers for apples in the US
• Post-tax price received by domestic apple producers
• Post-tax price received by foreign apple producers

Before we can answer that question, we need to ask an easier, first question: before instituting the tariff, why do apples cost $1?

And finally, before we dive into the details, let me provide you with the answers to the ultimate question. I recommend you try to guess these answers before reading this, and if you get it wrong, try to understand why:

1. The number of apples bought will go down
2. The buyers will pay more for each apple they buy, but not the full amount of the tariff
3. Domestic apple sellers will receive a higher price per apple
4. Foreign apple sellers will receive a lower price per apple, but not lowered by the full amount of the tariff

In other words, regardless of who sends the payment to the government, both taxed parties (domestic buyers and foreign sellers) will absorb some of the costs of the tariff, while domestic sellers will benefit from the protectionism provided by tariffs and be able to sell at a higher price per unit.

Marginal benefit

All of the numbers discussed below are part of a helper Google Sheet I put together for this analysis. Also, apologies about the jagged lines in the charts below, I hadn’t realized before starting on this that there are some difficulties with creating supply and demand charts in Google Sheets.

Let’s say I absolutely love apples, they’re my favorite food. How much would I be willing to pay for a single apple? You might say “$1, that’s the price in the supermarket,” and in many ways you’d be right. If I walk into supermarket A, see apples on sale for $50, and know that I can buy them at supermarket B for $1, I’ll almost certainly leave A and go buy at B.

But that’s not what I mean. What I mean is: how high would the price of apples have to go everywhere so that I’d no longer be willing to buy a single apple? This is a purely personal, subjective opinion. It’s impacted by how much money I have available, other expenses I need to cover, and how much I like apples. But let’s say the number is $5.

How much would I be willing to pay for another apple? Maybe another $5. But how much am I willing to pay for the 1,000th apple? 10,000th? At some point, I’ll get sick of apples, or run out of space to keep the apples, or not be able to eat, cook, and otherwise preserve all those apples before they rot.

The point being: I’ll be progressively willing to spend less and less money for each apple. This form of analysis is called marginal benefit: how much benefit (expressed as dollars I’m willing to spend) will I receive from each apple? This is a downward sloping function: for each additional apple I buy (quantity demanded), the price I’m willing to pay goes down. This is what gives my personal demand curve. And if we aggregate demand curves across all market participants (meaning: everyone interested in buying apples), we end up with something like this:

Assuming no changes in people’s behavior and other conditions in the market, this chart tells us how many apples will be purchased by our buyers at each price point between $0.50 and $5. And ceteris paribus (all else being equal), this will continue to be the demand curve for apples.

Marginal cost

Demand is half the story of economics. The other half is supply, or: how many apples will I sell at each price point? Supply curves are upward sloping: the higher the price, the more a person or company is willing and able to sell a product.

Let’s understand why. Suppose I have an apple orchard. It’s a large property right next to my house. With about 2 minutes of effort, I can walk out of my house, find the nearest tree, pick 5 apples off the tree, and call it a day. 5 apples for 2 minutes of effort is pretty good, right?

Yes, there was all the effort necessary to buy the land, and plant the trees, and water them… and a bunch more than I likely can’t even guess at. We’re going to ignore all of that for our analysis, because for short-term supply-and-demand movement, we can ignore these kinds of sunk costs. One other simplification: in reality, supply curves often start descending before ascending. This accounts for achieving efficiencies of scale after the first number of units purchased. But since both these topics are unneeded for understanding taxes, I won’t go any further.

Anyway, back to my apple orchard. If someone offers me $0.50 per apple, I can do 2 minutes of effort and get $2.50 in revenue, which equates to a $75/hour wage for me. I’m more than happy to pick apples at that price!

However, let’s say someone comes to buy 10,000 apples from me instead. I no longer just walk out to my nearest tree. I’m going to need to get in my truck, drive around, spend the day in the sun, pay for gas, take a day off of my day job (let’s say it pays me $70/hour). The costs go up significantly. Let’s say it takes 5 days to harvest all those apples myself, it costs me $100 in fuel and other expenses, and I lose out on my $70/hour job for 5 days. We end up with:

• Total expenditure: $100 + $70 * 8 hours a day * 5 days \== $2900
• Total revenue: $5000 (10,000 apples at $0.50 each)
• Total profit: $2100

So I’m still willing to sell the apples at this price, but it’s not as attractive as before. And as the number of apples purchased goes up, my costs keep increasing. I’ll need to spend more money on fuel to travel more of my property. At some point I won’t be able to do the work myself anymore, so I’ll need to pay others to work on the farm, and they’ll be slower at picking apples than me (less familiar with the property, less direct motivation, etc.). The point being: at some point, the number of apples can go high enough that the $0.50 price point no longer makes me any money.

This kind of analysis is called marginal cost. It refers to the additional amount of expenditure a seller has to spend in order to produce each additional unit of the good. Marginal costs go up as quantity sold goes up. And like demand curves, if you aggregate this data across all sellers, you get a supply curve like this:

Equilibrium price

We now know, for every price point, how many apples buyers will purchase, and how many apples sellers will sell. Now we find the equilibrium: where the supply and demand curves meet. This point represents where the marginal benefit a buyer would receive from the next buyer would be less than the cost it would take the next seller to make it. Let’s see it in a chart:

You’ll notice that these two graphs cross at the $1 price point, where 63 apples are both demanded (bought by consumers) and supplied (sold by producers). This is our equilibrium price. We also have a visualization of the surplus created by these trades. Everything to the left of the equilibrium point and between the supply and demand curves represents surplus: an area where someone is receiving something of more value than they give. For example:

• When I bought my first apple for $1, but I was willing to spend $5, I made $4 of consumer surplus. The consumer portion of the surplus is everything to the left of the equilibrium point, between the supply and demand curves, and above the equilibrium price point.
• When a seller sells his first apple for $1, but it only cost $0.50 to produce it, the seller made $0.50 of producer surplus. The producer portion of the surplus is everything to the left of the equilibrium point, between the supply and demand curves, and below the equilibrium price point.

Another way of thinking of surplus is “every time someone got a better price than they would have been willing to take.”

OK, with this in place, we now have enough information to figure out how to price in the tariff, which we’ll treat as a negative externality.

Modeling taxes

Alright, the government has now instituted a $0.50 tariff on every apple sold within the US by a foreign producer. We can generally model taxes by either increasing the marginal cost of each unit sold (shifting the supply curve up), or by decreasing the marginal benefit of each unit bought (shifting the demand curve down). In this case, since only some of the producers will pay the tax, it makes more sense to modify the supply curve.

First, let’s see what happens to the foreign seller-only supply curve when you add in the tariff:

With the tariff in place, for each quantity level, the price at which the seller will sell is $0.50 higher than before the tariff. That makes sense: if I was previously willing to sell my 82nd apple for $3, I would now need to charge $3.50 for that apple to cover the cost of the tariff. We see this as the tariff “pushing up” or “pushing left” the original supply curve.

We can add this new supply curve to our existing (unchanged) supply curve for domestic-only sellers, and we end up with a result like this:

The total supply curve adds up the individual foreign and domestic supply curves. At each price point, we add up the total quantity each group would be willing to sell to determine the total quantity supplied for each price point. Once we have that cumulative supply curve defined, we can produce an updated supply-and-demand chart including the tariff:

As we can see, the equilibrium has shifted:

• The equilibrium price paid by consumers has risen from $1 to $1.20.
• The total number of apples purchased has dropped from 63 apples to 60 apples.
• Consumers therefore received 3 less apples. They spent $72 for these 60 apples, whereas previously they spent $63 for 3 more apples, a definite decrease in consumer surplus.
• Foreign producers sold 36 of those apples (see the raw data in the linked Google Sheet), for a gross revenue of $43.20. However, they also need to pay the tariff to the US government, which accounts for $18, meaning they only receive $25.20 post-tariff. Previously, they sold 42 apples at $1 each with no tariff to be paid, meaning they took home $42.
• Domestic producers sold the remaining 24 apples at $1.20, giving them a revenue of $28.80. Since they don’t pay the tariff, they take home all of that money. By contrast, previously, they sold 21 apples at $1, for a take-home of $21.
• The government receives $0.50 for each of the 60 apples sold, or in other words receives $30 in revenue it wouldn’t have received otherwise.

We could be more specific about the surpluses, and calculate the actual areas for consumer surplus, producer surplus, inefficiency from the tariff, and government revenue from the tariff. But I won’t bother, as those calculations get slightly more involved. Instead, let’s just look at the aggregate outcomes:

• Consumers were unquestionably hurt. Their price paid went up by $0.20 per apple, and received less apples.
• Foreign producers were also hurt. Their price received went down from the original $1 to the new post-tariff price of $1.20, minus the $0.50 tariff. In other words: foreign producers only receive $0.70 per apple now. This hurt can be mitigated by shifting sales to other countries without a tariff, but the pain will exist regardless.
• Domestic producers scored. They can sell less apples and make more revenue doing it.
• And the government walked away with an extra $30.

Hopefully you now see the answer to the original questions. Importantly, while the government imposed a $0.50 tariff, neither side fully absorbed that cost. Consumers paid a bit more, foreign producers received a bit less. The exact details of how that tariff was split across the groups is mediated by the relevant supply and demand curves of each group. If you want to learn more about this, the relevant search term is “price elasticity,” or how much a group’s quantity supplied or demanded will change based on changes in the price.

Other taxes

Most taxes are some kind of a tax on trade. Tariffs on apples is an obvious one. But the same applies to income tax (taxing the worker for the trade of labor for money) or payroll tax (same thing, just taxing the employer instead). Interestingly, you can use the same model for analyzing things like tax incentives. For example, if the government decided to subsidize domestic apple production by giving the domestic producers a $0.50 bonus for each apple they sell, we would end up with a similar kind of analysis, except instead of the foreign supply curve shifting up, we’d see the domestic supply curve shifting down.

And generally speaking, this is what you’ll always see with government involvement in the economy. It will result in disrupting an existing equilibrium, letting the market readjust to a new equilibrium, and incentivization of some behavior, causing some people to benefit and others to lose out. We saw with the apple tariff, domestic producers and the government benefited while others lost.

You can see the reverse though with tax incentives. If I give a tax incentive of providing a deduction (not paying income tax) for preschool, we would end up with:

• Government needs to make up the difference in tax revenue, either by raising taxes on others or printing more money (leading to inflation). Either way, those paying the tax or those holding government debased currency will pay a price.
• Those people who don’t use the preschool deduction will receive no benefit, so they simply pay a cost.
• Those who do use the preschool deduction will end up paying less on tax+preschool than they would have otherwise.

This analysis is fully amoral. It’s not saying whether providing subsidized preschool is a good thing or not, it simply tells you where the costs will be felt, and points out that such government interference in free economic choice does result in inefficiencies in the system. Once you have that knowledge, you’re more well educated on making a decision about whether the costs of government intervention are worth the benefits.

@ 6be5cc06:5259daf0

Introdução

Uma sociedade não deve ser construída sobre coerção, mas sim sobre associações voluntárias e interações espontâneas entre indivíduos. A sociedade de condomínios privados surge como uma alternativa natural ao modelo atual de centros urbanos, substituindo a imposição centralizada por estruturas baseadas em contratos e livre associação. Cada condomínio é uma unidade autônoma, gerida por aqueles que ali residem, onde os critérios de entrada, as regras internas e o comércio são definidos pelos próprios participantes. Essa estrutura permite que indivíduos se agrupem com base em valores compartilhados, eliminando os conflitos artificiais impostos por estados e legislações homogêneas que não respeitam a diversidade de preferências e estilos de vida.

O objetivo dessa sociedade é simples: permitir que as pessoas vivam de acordo com seus princípios sem interferência externa. Em um mundo onde a coerção estatal distorce incentivos, os condomínios privados oferecem uma alternativa onde a ordem surge do livre mercado e da cooperação voluntária. Os moradores escolhem seus vizinhos, definem suas próprias normas e interagem economicamente conforme suas necessidades e interesses. O modelo elimina a necessidade de um controle central, pois os incentivos derivados do livre mercado levam ao desenvolvimento de comunidades prósperas, onde a reputação e a confiança mútua são mais eficazes do que qualquer imposição estatal. Assim, essa sociedade representa a evolução lógica do conceito de liberdade individual e propriedade privada como pilares fundamentais da ordem social.

Público-Alvo e Identidade

Os condomínios privados refletem o princípio da livre associação, permitindo que indivíduos escolham viver em comunidades alinhadas com seus valores e necessidades sem interferência estatal. Cada condomínio possui uma identidade própria, moldada pelos moradores e seus interesses, criando ambientes onde afinidades culturais, filosóficas ou profissionais são preservadas e incentivadas. Enquanto alguns podem ser voltados para famílias numerosas, oferecendo amplos espaços e infraestrutura adequada, outros podem priorizar solteiros e jovens profissionais, com áreas de coworking e espaços de lazer voltados para networking e socialização. Da mesma forma, comunidades religiosas podem estabelecer seus próprios espaços de culto e eventos, enquanto condomínios para idosos podem ser projetados com acessibilidade e serviços médicos especializados.

Críticos podem afirmar que essa forma de organização resulta em pouca diversidade de habilidades e perspectivas, mas esse argumento ignora a dinâmica das interações humanas e o caráter evolutivo dos intercâmbios entre comunidades. Nenhum condomínio existe isolado; a troca entre diferentes comunidades ocorre naturalmente pelo mercado, incentivando o intercâmbio de conhecimento e serviços entre especialistas de diferentes áreas. Além disso, a ideia de que todos os grupos devem conter uma variedade aleatória de indivíduos desconsidera que a verdadeira diversidade nasce da liberdade de escolha, e não da imposição estatal de convivências forçadas.

Outra crítica possível é que a existência de critérios de entrada pode levar à segregação social. No entanto, essa preocupação deriva da concepção errônea de que todas as comunidades devem ser abertas e incluir qualquer pessoa indiscriminadamente. Porém, a liberdade de associação implica, necessariamente, a liberdade de exclusão. Se um grupo deseja manter determinada identidade cultural, religiosa ou profissional, isso não impede que outros grupos criem suas próprias comunidades conforme seus valores e recursos. Além disso, essa especialização leva a uma concorrência saudável entre condomínios, forçando-os a oferecer melhores condições para atrair moradores. Em vez de uma sociedade homogênea moldada por burocratas, temos um mosaico de comunidades autônomas, onde cada indivíduo pode encontrar ou criar o ambiente que melhor lhe convém.

Autossuficiência e Especialização

A força dos condomínios privados reside na capacidade de seus moradores de contribuírem ativamente para a comunidade, tornando-a funcional e autossuficiente sem a necessidade de intervenções estatais. Diferentes condomínios podem se especializar em áreas específicas ou ter diversos profissionais de diferentes setores, refletindo as competências e interesses de seus residentes. Essa descentralização do conhecimento e da produção permite que cada comunidade desenvolva soluções internas para suas demandas, reduzindo dependências externas e estimulando a prosperidade local.

Os moradores atuam como agentes econômicos, trocando bens e serviços dentro do próprio condomínio e entre diferentes comunidades. Um condomínio voltado para a saúde, por exemplo, pode contar com médicos, enfermeiros e terapeutas que oferecem consultas, aulas e assistência médica particular, remunerados diretamente por seus clientes, sem a intermediação de burocracias. Da mesma forma, um condomínio agrícola pode abrigar agricultores que cultivam alimentos orgânicos, compartilham técnicas de cultivo e comercializam excedentes com outros condomínios, garantindo um fluxo contínuo de suprimentos. Em um condomínio tecnológico, programadores, engenheiros e empreendedores desenvolvem soluções de TI, segurança digital e energia renovável, promovendo a inovação e ampliando as possibilidades de intercâmbio econômico.

A economia interna de cada condomínio se fortalece através de serviços oferecidos pelos próprios moradores. Professores podem ministrar aulas, técnicos podem prestar serviços de manutenção, artesãos podem vender seus produtos diretamente para os vizinhos. O mercado livre e voluntário é o principal regulador dessas interações, garantindo que a especialização surja naturalmente conforme a demanda e a oferta se ajustam. Essa estrutura elimina desperdícios comuns em sistemas centralizados, onde a alocação de recursos se dá por decisões políticas e não pelas necessidades reais da população.

Alguns argumentam que a especialização pode criar bolhas de conhecimento, tornando os condomínios excessivamente dependentes de trocas externas. Contudo, essa preocupação desconsidera a natureza espontânea do mercado, que incentiva a cooperação e o comércio entre comunidades distintas. Nenhum condomínio precisa produzir tudo internamente; ao contrário, a divisão do trabalho e a liberdade de escolha promovem interdependências saudáveis e vantajosas para todos. Assim, cada morador se insere em um ecossistema dinâmico, onde suas habilidades são valorizadas e sua autonomia preservada, sem coerções estatais ou distorções artificiais impostas por planejadores centrais.

Infraestrutura e Sustentabilidade

A solidez de uma sociedade baseada em condomínios privados depende de uma infraestrutura eficiente e sustentável, projetada para reduzir a dependência externa e garantir o máximo de autonomia. Sem um aparato estatal centralizador, cada comunidade deve estruturar seus próprios meios de obtenção de energia, água, alimentação e demais bens essenciais, garantindo que suas operações sejam viáveis a longo prazo. Essa abordagem, longe de ser um entrave, representa a verdadeira inovação descentralizada: um ambiente onde as soluções emergem da necessidade real e da engenhosidade humana, e não de diretrizes burocráticas e regulamentos ineficazes.

Cada condomínio pode investir em tecnologias sustentáveis e autônomas, como energia solar e eólica, reduzindo custos e minimizando a vulnerabilidade às flutuações do mercado energético tradicional. Sistemas de captação e filtragem de água da chuva, bem como a reutilização eficiente dos recursos hídricos, garantem independência em relação a empresas monopolistas e governos que frequentemente administram esse bem de forma ineficaz. Hortas comunitárias e fazendas verticais podem suprir grande parte da demanda alimentar, permitindo que cada condomínio mantenha sua própria reserva de alimentos, aumentando a resiliência contra crises externas e instabilidades de mercado.

Além dos recursos naturais, os espaços compartilhados desempenham um papel fundamental na integração e no fortalecimento dessas comunidades. Bibliotecas, ginásios, creches e salas de aula permitem que o conhecimento e os serviços circulem internamente, criando um ambiente onde a colaboração ocorre de maneira orgânica. A descentralização também se aplica ao uso da tecnologia, plataformas digitais privadas podem ser utilizadas para conectar moradores, facilitar a troca de serviços e produtos, além de coordenar agendamentos e eventos dentro dos condomínios e entre diferentes comunidades.

O Bitcoin surge como uma ferramenta indispensável nesse ecossistema, eliminando a necessidade de bancos estatais ou sistemas financeiros controlados. Ao permitir transações diretas, transparentes e resistentes à censura, o Bitcoin se torna o meio de troca ideal entre os condomínios, garantindo a preservação do valor e possibilitando um comércio ágil e eficiente. Além disso, contratos inteligentes e protocolos descentralizados podem ser integrados para administrar serviços comuns, fortalecer a segurança e reduzir a burocracia, tornando a governança desses condomínios cada vez mais autônoma e imune a intervenções externas.

Alguns podem argumentar que a falta de um aparato estatal para regulamentar a infraestrutura pode resultar em desigualdade no acesso a recursos essenciais, ou que a descentralização completa pode gerar caos e ineficiência. No entanto, essa visão ignora o fato de que a concorrência e a inovação no livre mercado são os maiores motores de desenvolvimento sustentável. Sem monopólios ou subsídios distorcendo a alocação de recursos, a busca por eficiência leva naturalmente à adoção de soluções melhores e mais acessíveis. Condomínios que oferecem infraestrutura de qualidade tendem a atrair mais moradores e investimentos, o que impulsiona a melhoria contínua e a diversificação dos serviços. Em vez de depender de um sistema centralizado falho, as comunidades se tornam responsáveis por sua própria prosperidade, criando uma estrutura sustentável, escalável e adaptável às mudanças do futuro.

Governança e Administração

Em uma sociedade descentralizada, não se deve depender de uma estrutura estatal ou centralizada para regular e tomar decisões em nome dos indivíduos. Cada condomínio, portanto, deve ser gerido de maneira autônoma, com processos claros de tomada de decisão, resolução de conflitos e administração das questões cotidianas. A gestão pode ser organizada por conselhos de moradores, associações ou sistemas de governança direta, conforme as necessidades locais.

Conselhos de Moradores e Processos de Tomada de Decisão

Em muitos casos, a administração interna de um condomínio privado pode ser realizada por um conselho de moradores, composto por representantes eleitos ou indicados pela própria comunidade. A ideia é garantir que as decisões importantes, como planejamento urbano, orçamento, manutenção e serviços, sejam feitas de forma transparente e que os interesses de todos os envolvidos sejam considerados. Isso não significa que a gestão precise ser completamente democrática, mas sim que as decisões devem ser tomadas de forma legítima, transparente e acordadas pela maior parte dos membros.

Em vez de um processo burocrático e centralizado, onde uma liderança impõe suas vontades sobre todos a muitas vezes suas decisões ruins não o afetam diretamente, a gestão de um condomínio privado deve ser orientada pela busca de consenso, onde os próprios gestores sofrerão as consequências de suas más escolhas. O processo de tomada de decisão pode ser dinâmico e direto, com os moradores discutindo e acordando soluções baseadas no mercado e nas necessidades locais, em vez de depender de um sistema impessoal de regulamentação. Além disso, a utilização de tecnologias descentralizadas, como plataformas de blockchain, pode proporcionar maior transparência nas decisões e maior confiança na gestão.

Resolução de Conflitos

A resolução de disputas dentro dos condomínios pode ocorrer de forma voluntária, através de negociação direta ou com o auxílio de mediadores escolhidos pelos próprios moradores por meio de um sistema de reputação. Em alguns casos, podem ser criados mecanismos para resolução de disputas mais formais, com árbitros ou juízes independentes que atuam sem vínculos com o condomínio. Esses árbitros podem ser escolhidos com base em sua experiência ou especialização em áreas como direito, mediação e resolução de conflitos, com uma reputação para zelar. Ao contrário de um sistema judicial centralizado, onde a parte envolvida depende do Estado para resolver disputas, os moradores possuem a autonomia para buscar soluções que atendam aos seus próprios interesses e necessidades. A diversidade de abordagens em um sistema de governança descentralizado cria oportunidades para inovações que atendem diferentes cenários, sem a interferência de burocratas distantes dos próprios problemas que estão "tentando resolver".

Planejamento Urbano e Arquitetura

A questão do design dos condomínios envolve não apenas a estética das construções, mas também a funcionalidade e a sustentabilidade a longo prazo. O planejamento urbano deve refletir as necessidades específicas da comunidade, onde ela decide por si mesma como construir e organizar seu ambiente.\ Arquitetos e urbanistas, muitas vezes moradores especializados, serão responsáveis pela concepção de espaços que atendam a esses critérios, criando ambientes agradáveis, com áreas para lazer, trabalho e convivência que atendam às diversas necessidades de cada grupo.\ Além disso, condomínios com nessecidades semelhantes poderão adotar ideias que deram certo em outros e certamente também dará no seu.

Segurança e Vigilância

Em relação à segurança, cada condomínio pode adotar sistemas de vigilância e proteção que atendam à sua realidade específica. Algumas comunidades podem optar por sistemas de câmeras de segurança, armamento pleno de seus moradores, patrulhamento privado ou até mesmo formas alternativas de garantir a proteção, como vigilância por meio de criptografia e monitoramento descentralizado. A chave para a segurança será a confiança mútua e a colaboração voluntária entre os moradores, que terão a liberdade de definir suas próprias medidas.

Comércio entre Condomínios

A troca de bens e serviços entre as diferentes comunidades é essencial para o funcionamento da rede. Como cada condomínio possui um grau de especialização ou uma mistura de profissionais em diversas áreas, a interdependência entre eles se torna crucial para suprir necessidades e promover a colaboração.

Embora alguns condomínios sejam especializados em áreas como saúde, agricultura ou tecnologia, outros podem ter um perfil mais diversificado, com moradores que atuam em diferentes campos de conhecimento. Por exemplo, um condomínio agrícola pode produzir alimentos orgânicos frescos, enquanto um condomínio de saúde oferece consultas médicas, terapias e cuidados especializados. Já um condomínio tecnológico pode fornecer inovações em software ou equipamentos de energia. Podem haver condomínios universitários que oferecem todo tipo de solução no campo de ensino. Ao mesmo tempo, um condomínio misto, com moradores de diversas áreas, pode oferecer uma variedade de serviços e produtos, tornando-se um centro de intercâmbio de diferentes tipos de expertise.

Essa divisão de trabalho, seja especializada ou diversificada, permite que os condomínios ofereçam o melhor de suas áreas de atuação, ao mesmo tempo em que atendem às demandas de outros. Um condomínio que não se especializa pode, por exemplo, buscar um acordo de troca com um condomínio agrícola para obter alimentos frescos ou com um condomínio tecnológico para adquirir soluções inovadoras.

Embora os condomínios busquem a autossuficiência, alguns recursos essenciais não podem ser produzidos internamente. Itens como minérios para construção, combustíveis ou até mesmo água, em regiões secas, não estão disponíveis em todas as áreas. A natureza não distribui os recursos de maneira uniforme, e a capacidade de produção local pode ser insuficiente para suprir todas as necessidades dos moradores. Isso implica que, para garantir a qualidade de vida e a continuidade das operações, os condomínios precisarão estabelecer relações comerciais e de fornecimento com fontes externas, seja através de mercados, importações ou parcerias com outras comunidades ou fornecedores fora do sistema de condomínios. O comércio intercondomínios e com o exterior será vital para a complementaridade das necessidades, assegurando que os moradores tenham acesso a tudo o que não pode ser produzido localmente.

O sistema econômico entre os condomínios pode ser flexível, permitindo o uso de uma moeda comum (como o Bitcoin) ou até mesmo um sistema de troca direta. Por exemplo, um morador de um condomínio misto pode oferecer serviços de design gráfico em troca de alimentos ou cuidados médicos. Esse tipo de colaboração estimula a produtividade e cria incentivos para que cada condomínio ofereça o melhor de seus recursos e habilidades, garantindo acesso aos bens e serviços necessários.

Relações Externas e Diplomacia

O isolamento excessivo pode limitar o acesso a inovações, avanços culturais e tecnológicos, e até mesmo dificultar o acesso a mercados externos. Por isso, é importante que haja canais de comunicação e métodos de diplomacia para interagir com outras comunidades. Os condomínios podem, por exemplo, estabelecer parcerias com outras regiões, seja para troca de produtos, serviços ou até para inovação. Isso garante que a rede de condomínios não se torne autossuficiente ao ponto de se desconectar do resto do mundo, o que pode resultar em estagnação.

Feiras, mercados intercondomínios e até eventos culturais e educacionais podem ser organizados para promover essas interações. A colaboração entre as comunidades e o exterior não precisa ser baseada em uma troca de dependência, mas sim numa rede de oportunidades que cria benefícios para todas as partes envolvidas. Uma boa reputação atrai novos moradores, pode valorizar propriedades e facilitar parcerias. A diplomacia entre as comunidades também pode ser exercida para resolver disputas ou desafios externos.

A manutenção de boas relações entre condomínios é essencial para garantir uma rede de apoio mútuo eficiente. Essas relações incentivam a troca de bens e serviços, como alimentos, assistência médica ou soluções tecnológicas, além de fortalecer a autossuficiência regional. Ao colaborar em segurança, infraestrutura compartilhada, eventos culturais e até mesmo na resolução de conflitos, os condomínios se tornam mais resilientes e eficientes, reduzindo a dependência externa e melhorando a qualidade de vida dos moradores. A cooperação contínua cria um ambiente mais seguro e harmonioso.

Educação e Desenvolvimento Humano

Cada comunidade pode criar escolas internas com currículos adaptados às especializações de seus moradores. Por exemplo, em um condomínio agrícola, podem ser ensinadas práticas agrícolas sustentáveis, e em um condomínio tecnológico, cursos de programação e inovação. Isso permite que crianças e jovens cresçam em ambientes que reforçam as competências valorizadas pela comunidade.

Além das escolas internas, o conceito de homeschooling pode ser incentivado, permitindo que os pais eduquem seus filhos conforme seus próprios valores e necessidades, com o apoio da comunidade. Esse modelo oferece uma educação mais flexível e personalizada, ao contrário do currículo tradicional oferecido pelo sistema público atual.

Os condomínios universitários também podem surgir, criando ambientes dedicados ao desenvolvimento acadêmico, científico e profissional, onde estudantes vivem e aprendem. Além disso, programas de capacitação contínua são essenciais, com oficinas e cursos oferecidos dentro do condomínio para garantir que os moradores se atualizem com novas tecnologias e práticas.

Para ampliar os horizontes educacionais, os intercâmbios estudantis entre diferentes condomínios podem ser incentivados. Esses intercâmbios não se limitam apenas ao ambiente educacional, mas também se estendem ao aprendizado de práticas de vida e habilidades técnicas. Os jovens de diferentes condomínios podem viajar para outras comunidades para estudar, trabalhar ou simplesmente trocar ideias. Isso pode ocorrer de diversas formas, como programas de curto e longo prazo, através de acordos entre os próprios condomínios, permitindo que os estudantes se conectem com outras comunidades, aprendam sobre diferentes especializações e desenvolvam uma compreensão mais ampla.

Essa abordagem descentralizada permite que cada comunidade desenvolva as competências essenciais sem depender de estruturas limitantes do estado ou sistemas educacionais centralizados. Ao proporcionar liberdade de escolha e personalização, os condomínios criam ambientes propícios ao crescimento humano, alinhados às necessidades e interesses de seus moradores.

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A sociedade dos condomínios privados propõe uma estrutura alternativa de convivência onde as pessoas podem viver de acordo com seus próprios valores e necessidades. Esses condomínios oferecem um modelo de organização que desafia a centralização estatal, buscando criar comunidades adaptáveis e inovadoras. A liberdade garante que as habilidades necessárias para o sustento e crescimento das comunidades sejam mantidas ao longo do tempo.

A troca de bens, serviços e conhecimentos entre os condomínios, sem a imposição de forças externas, cria uma rede de boas relações, onde o comércio e a colaboração substituem a intervenção estatal. Em vez de depender de sistemas coercitivos, cada condomínio funciona como um microcosmo autônomo que, juntos, formam um ecossistema dinâmico e próspero. Este modelo propõe que, por meio de trocas voluntárias, possamos construir uma sociedade mais saudável. Lembre-se: Ideias e somente ideias podem iluminar a escuridão.

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It wasn’t so long ago that the mainstream conversation around population was exclusively focused on the dangers of overpopulation. The fatal flaws in the Malthusian theory had yet to be disproven clearly and obviously by observable demographic trends. That’s been gradually changing, and while it’s hardly a mainstream consensus, concerns about falling birthrates and the risk of population collapse have taken over the population conversion on the political right, and sometimes beyond.

There’s no questioning the data at this point. Fertility rates over most of the world have been in precipitous decline, and if the current trajectory continues, global population will peak very soon and fall rather dramatically. And even the falling population itself is much less of a threat than the aging population that will inevitably precede it. Having a large cohort of older and retired people and a small cohort of young workers is an existential threat to the modern welfare state, and to the entire credit-based fiat monetary system that supports it. But that’s a subject for another day.

There are a multitude of different theories that attempt to explain why this is happening. I’ll name some of the most common ones:

• Increased education and employment opportunities for women

• Urbanization

• Economic factors

• Access to contraception

• Changing social and cultural norms

• Delayed marriage

• Improvements in infant mortality rates

• Government policies

• Environmental concerns

• Pornography

• Feminism

• Endocrine disrupting chemicals

• Dating apps

Most rational thinkers agree there must be multiple factors playing a role. But the fact that the problem is so wide-spread, and populations that seem to be resisting the trend are so rare, shows that the strongest underlying factors are cross-culturally powerful and not easily resisted or reversed with marginal cultural differences and standard public policy efforts.

While populations that resist the trend are rare, they are not quite non-existent. A few groups stand out for their persistently high fertility rates. On a geographic basis, sub-Saharan Africa is the only major region still maintaining above-replacement fertility rates. For various reasons, I don’t think Africa is the most useful place to look for answers on what’s causing the decline elsewhere or how it could be reversed. One reason is that Africa seems to be following the global pattern, just with a lag. In another few decades the data may look very different, just like it does for South America today compared to 20 years ago.

In my opinion, a more useful place to look for data is in smaller population sub-groups within a geographic area that have fertility rates significantly higher than the general population levels. Rural populations in general have higher fertility rates than urban populations, but the difference isn’t really enough to consider it significant. The groups that fit this category well seem to be exclusively religious. These include certain Christian denominations in the traditional Anabaptist category including the Amish, Mennonites, and Hutterites, Muslims in some areas, and Jews, particularly the most orthodox sects. Mormons recently fell out of the high-fertility religious group category, which would also make for some interesting research.

It would be fascinating to compare these groups and see what they have in common outside just being religious in nature. I don’t have the knowledge to make that comparison. Instead, I’m going to focus on the group that’s often referenced and analyzed by people without much personal knowledge, the Amish.

I have read numerous articles and comments that reference the Amish to support this or that theory on the cause of falling fertility. One thing I notice is an obvious lack of understanding of the Amish culture, which leads to faulty arguments that don’t reflect reality. This isn’t surprising, given the insular and poorly-understood nature of the culture, the plethora of ridiculously incorrect “Amish” reality TV shows and pop culture myths, and the fact that the number of people with firsthand knowledge of Amish culture from an insider perspective who also write about demographic trends on any public platform is probably zero.

Well, was zero. I’m about to make that one.

My Qualifications

Since I’m claiming to have this knowledge, it’s only fair to give a little background as to how I got it. I choose to stay anonymous on the internet, and given that this is personal information that could make it significantly easier to dox me, I’ll be deliberately vague.

My parents were both born in Amish families. They didn’t stay, opting to leave the Amish church and culture before getting married and starting their family. My grandparents were all Amish, and all my cousins and most of my extended family remain Amish to this day. My parents didn’t move out of the Amish community, staying in the area and joining a conservative Mennonite church that was about the closest thing to being Amish without actually being Amish. The Mennonite community has a generally good relationship with and a lot of respect for the Amish community, given their deep similarities and shared history and cultural background.

I grew up interacting regularly with Amish relatives, neighbors and community members, speaking the Pennsylvania Dutch my parents taught us and used exclusively at home. I’m very certain that a real deep understanding of Amish culture is almost impossible without speaking their language, just like many other cultures around the world. The Amish speak English as their second language, but there are aspects of their culture that aren’t spoken about in English.

This lifelong proximity to and interaction with the Amish community has, I believe, given me some unique insights into the factors supporting their high fertility rates that no amount of academic research will ever uncover.

Who are the Amish?

First, some basics.

The Amish are a traditionalist Christian denomination. The way to understand the Amish is as a religious denomination first, and a culture second. Getting the two mixed up makes it impossible to understand why the Amish live the way they do.

Sure, their unique lifestyles makes them noteworthy as a group. But that lifestyle is based on and maintained by their religious beliefs and convictions.

Fundamentally, the Amish attempt to live out the Gospel as Jesus taught in the Sermon on the Mount. They believe their church has done so historically, and that the best way to make sure they keep doing so in the future is to view any changes to their traditional lifestyle with extreme skepticism and resistance.

The two primary doctrines that separate them from the mainstream Protestant Reformation, which is their group’s origin, are the doctrines of nonconformity and nonresistance. They apply the doctrine of nonconformity, the command to “be not conformed to this world: but be ye transformed by the renewing of your mind, that ye may prove what is that good, and acceptable, and perfect, will of God” in both a spiritual and a practical sense. They believe that Christians are to be radically different from non-Christians, both in their beliefs and attitudes, and in their lifestyle and appearance. And they apply the command to “resist not evil”, nonresistance, to mean that it’s a sin to use physical force or violence against another person for any reason whatsoever. They don’t make any exception for military service of any type, which they object to as a matter of conscience, or for self-defense, which they refuse to engage in even if it means death for themselves or their family.

The Amish do not practice infant baptism. Their young people must choose to be baptized and formally become members of the church, usually in their late teens or early twenties. As part of the baptism ceremony, they make a vow to remain faithful to God and the church until death. The Amish, as a church, interpret this vow to mean that the new church member will remain a member of the Amish church for life. Leaving the Amish church after making this vow and being baptized is viewed as breaking the vow, and is the justification for their practice of shunning, or the ban. Those who do so are cut off from contact with the community in various ways. Typically they won’t eat a meal with a shunned person, ride in a car a shunned person is driving, or do business with a shunned person. That includes immediate family. Failure to enforce this shunning against someone, even your own child, can result in running afoul of the church leadership and also being excommunicated and shunned.

This punishment, however, only applies to people who leave the church after baptism. Those young people who choose not to be baptized and leave the church instead are free to be treated just like any other non-Amish person, although their family essentially disown them and treat them like a shunned person anyway, if they’re especially strict and upset about the betrayal of Amish values.

Most Amish people don’t believe that the Amish are the only true church, or that only Amish people are true Christians. Most are accepting of other conservative Anabaptist denominations, and respect their values and practices as a different but valid way to be Christian. Church teaching strongly suggests that those who fall under the ban are living in sin and won’t make it to heaven. Most individuals, though, probably wouldn’t agree with that in every case if they were free to give their true opinion on the issue.

The Amish maintain a fertility rate of around 6 to 7 children per woman. Some recent research suggests this may be starting to fall somewhat, but the data isn’t extensive enough to make a solid judgement yet.

There are a wide variety of different “flavors” of Amish in different areas of the US, a fact they’re very aware of. The data strongly indicates that the most conservative and technologically primitive communities have slightly higher fertility rates and significantly higher retention rates of young people.

Why do the Amish Maintain High Fertility Rates?

Okay, enough background. Time to dive into the reasons I believe the Amish maintain their historically high fertility rate despite living in a developed, modern economy surrounded by people with dramatically sub-replacement fertility rates.

I thought long and hard about the best way to approach this. Going through a list of factors topically seemed like the obvious one. But the more I thought it through, the less I liked it. For one, how do you arrange the factors? Order of importance? How do you decide that? Also, the factors are so inter-related that they’ll be very tough to separate and understand individually. Finally, it seems dry and boring. Nobody needs that.

So I’m going to try something different. I’m going to approach it from a narrative angle. I’ll try to describe the life of a typical Amish person, from birth to death, in a chronological way. That’s the best approach to present it in a way that makes the culture relatable, while also tying the different factors together logically.

I’ll describe the experience for both men and women as best I can, and try to present the various factors encouraging high fertility as I see them at the appropriate part of the story.

This will likely be an article that gets revised later to address any questions that come up, so don’t consider it the final word on the subject.

Alright, time to get started.

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First off, this might seem obvious, but the typical Amish baby is born into a large family. On average, they’ll have 5 or 6 siblings, and more is not at all uncommon. Families of 10 won’t raise an eyebrow, and 12-16 children aren’t unheard of, especially in the past when mortality was higher and second marriages were more common among younger widowers who went on to have children with their second wife. Humans are social creatures, and the environment and people we grow up surrounded by have a strong influence on our frame of reference. Studies have shown that women are very unlikely to have more children than their mother had. The number of siblings in your family, and in families you observe and interact with, doesn’t determine the number of children you will have, but it does strongly influence the number of children you feel is a “normal” amount. That makes it a kind of ratchet effect, where it’s very unlikely that a generation raised in homes with one or two children will go on to have larger families of their own collectively.

This cultural norm of large families establishes a kind of inertia that normalizes high fertility right from birth. Amish children grow up surrounded by siblings, observing, and as they get older, helping with the care and maintenance of a large family. All their relatives, cousins and extended family are also likely to belong to large families. The average Amish child grows up with dozens of first cousins, and sometimes hundreds of more distant cousins, many of whom they likely know well and socialize with regularly. This experience establishes a mental framework where a large family is assumed to be the default. And there is no stronger human tendency than the urge to fit in with the people around you.

Amish children grow up with strong gender norms taught from a very young age. The Amish culture follows strict and conservative gender roles. Boys and men do male things, girls and women do female things, and there is little effort or desire to create any overlapping space.

Boys grow up doing traditionally masculine things. They play outside, do chores on the farm, help their dad with his work, probably get a BB gun before age 10, go hunting and fishing, play sports, and generally prepare for a lifetime of physical labor and providing for a wife and family.

Girls grow up doing traditionally feminine things. They help care for younger siblings, help with housework, play with dolls, learn to cook and preserve food, learn to sew, and generally prepare for a lifetime of caring for and raising children and maintaining a large household.

It’s a common misconception that the Amish are mostly farmers who live off the land, subsistence style. That’s not at all accurate. While there are still Amish who make their living farming, at least in some areas, that has become the exception. The large scale of modern agriculture means it takes a lot of acres and a lot of machinery to run a profitable commercial farming operation. The Amish reject the use of most modern agricultural machinery, which makes them uncompetitive in commercial agriculture outside more niche markets like dairy, produce, or greenhouses. And the fact that they live in small geographic communities with large families means they quickly buy up all available farmland in an area until they price themselves out of the market. Prime farmland in heavy Amish farming communities like Lancaster, Pennsylvania routinely sells for over $25,000 per acre, which is more than a commercial crop farming operation might bring in over a lifetime.

So the Amish have moved away from a primarily agriculture based economy to various other occupations. In some areas they work in RV factories. Most work in trades, primarily construction. Many are masons, carpenters, cabinet builders, mechanics, welders, etc.

But they reject the ownership of cars, so they still use their characteristic horses and buggies for transportation. In reality, they use cars for most of their transportation needs. But they don’t own cars or have driver’s licenses, so they rely on “Amish taxi drivers” to chauffer them around. The men hire a driver to take them to and from work, if they work in construction or some other job outside the home. The women hire a driver take them to town for their shopping or for other errands. The exception is church. They’re still required to drive to church in a horse and buggy, so every family must keep a horse for that reason, as a bare minimum. In many cases that’s the only time they ever use a horse and buggy, and if it weren’t for that requirement they wouldn’t own one at all.

But that requirement means every Amish family must own enough land to keep a horse, which takes a few acres and a small barn at minimum. This forces them to live in rural areas and raise their families in a somewhat agricultural environment, even if their occupation wouldn’t require that at all. So there are always chores for the children, animals to care for, and space to play outside with their siblings.

Amish children grow up with very limited exposure to mainstream cultural pressures. Their mothers inevitably raise them at home until they start school. They don’t have TV or cell phones, so they aren’t exposed to any mainstream culture on a daily basis.

The Amish have their own schools, typically small one room schools within walking distance of all the families who attend. The teachers are often young single people, always Amish. They primarily teach basic academics: reading, writing, arithmetic, geography, history, etc. While the Amish speak both English and Pennsylvania Dutch, many Amish children are first exposed to English on a daily basis when they start school. School is taught in English, although there is limited teaching of the High German the Amish use in their church services.

Amish children attend school until 8th grade. The schools run the minimum number of days required by the state, usually 160. There is no higher education beyond grade 8. No Amish attend college.

Amish children are taught from little up that they are not like other people. The differences between their culture and mainstream culture are emphasized, and Amish culture is praised as the ideal, at a religious level. They're taught that the way to do what’s right is to do what the church asks, and those who don’t do what the church asks are in the wrong.

The Amish rate and describe everyone on a scale from “high” to “low”. A person who isn’t Amish, who isn’t a Christian, is a “high” person, or an “English” person. To go from being Amish to being “English” is the worst, most damning, failure imaginable. The Amish are “low” people. The more strict and traditional an Amish sect, the “lower” they are. Being “low” is seen as a virtue. Other conservative Christian denominations, particularly other Anabaptist groups, are also considered “low” people and generally viewed favorably, but they aren’t as “low” as the Amish.

Amish boys grow up expecting to start work full time at age 14, and to work at some type of trade or physical labor. There are no white-collar career tracks, essentially. Entrepreneurship is encouraged, and many young Amish men start their own construction crew or home business in their 20s or 30s after a few years of experience working for someone else. Often Amish boys start off working for and with their dad, in whatever trade or business he operates. But if they’re not interested in that particular occupation, they’re free to find another. Amish businesses and tradesmen are always willing to hire young Amish boys and train them in a craft. A good work ethic is considered a virtue, and Amish are known for their skilled craftsmanship and willingness to work harder than the competition. These traits are taught and encouraged from little on up.

Amish men as a whole do very well financially. For one, they start working and developing skills and work ethic a decade earlier than the typical college graduate. The trades pay well, and of course anyone could take advantage of that, but the mainstream narrative discourages men from pursuing a trade career by labeling it low status and keeping them in education until their prime years to gain a work ethic are past. It’s not uncommon for young Amish men just out of 8th grade to land a job on a carpentry crew for $25-30 an hour. With bonuses, some of them are bringing in $90k/year before age 20. Another advantage young Amish men have is lower expenses. They can certainly find places to spend their money, typically hobbies like hunting and fishing, but things like expensive designer clothes and accessories or overpriced car payments aren’t really an option. They also benefit from the Amish exemption to Social Security taxes. The Amish don’t pay into or collect Social Security. More on that later, but it helps immensely to keep more of your paycheck in your early prime working years.

Amish girls grow up expecting to get married at a young age and raise a large family as a traditional housewife. Amish girls aren’t encouraged to have a “career”, and the idea would be silly to them. They are expected to work, but the work is either helping their mom with the household, working on the family farm or business, or doing something like teaching school or working at an Amish farmer’s market to pass the time between leaving school and marriage. It’s never viewed as a permanent occupation, because marriage and motherhood is the default aspirational lifestyle. A common job for young Amish girls is working as a “maid” to help a new mother with housework at the end of pregnancy and for the first few months after childbirth. All new mothers can get this type of help if they want, and it will usually be a younger sister, cousin, or niece of appropriate age. Otherwise the community will find a suitable girl who’s available for the job. A “maid” will sometimes travel to a different Amish community for this reason, given how large extended families are and how frequently Amish families move across the country to a different community. This is often an opportunity for them to attract the attention of a young man outside their local community, and is one of the only ways for a long-distance relationship and marriage to begin.

Amish young people are expected to live with their parents until marriage, with very few exceptions. They’re also typically expected to work for their dad in the family business for no pay, and to give any earnings they make at a day job outside the home to their parents. This is typically expected until age 21, or until they get married, whichever comes first. More recently, with the rising cost of land and housing, it’s becoming more common to make age 18 the cutoff. And when a young couple is engaged, the parents typically allow them to start saving their income for their future household. This practice helps parents offset some of the expenses of raising such large families, along with the fact that no money is spent on higher education. It also provides one strong incentive to marry as early as possible.

Amish culture revolves around family and the community. Extended families are large, and people are expected to know and interact with their family. Conversation with a stranger at a social event invariably starts by asking their name, then asking who their parents, grandparents, and other relatives are until some distant family connection or a mutual acquaintance is found. Since the Amish community has a small pool of family names, and tends to heavily favor certain Biblical first names, enough people end up with the same name to make things really confusing. People are often identified by two or three generations of their family, for example “Sam Yoder’s John’s Amos” for an Amos Yoder who’s father was John Yoder and grandfather Sam Yoder.

Social activities are either family events or church events, or both. Weddings and funerals are the main social functions other than church services, and people are expected to attend as many as possible among their family and extended family, regardless of the distance. Given the large family sizes, most Amish have dozens of first cousins and many more distant cousins. Weddings and funerals can be almost weekly events. These are church events as well, so much of the local Amish community will usually attend. It will be an all day event, with the women and girls preparing a lunch and dinner for everyone. After the meal, the women and girls will wash the dishes and clean up, while the men sit around and talk. No cell phones, remember. Talking is the main form of social interaction. Topics typically include work, family news, hunting and fishing stories (Amish men hunt and fish with the same enthusiasm typical American men watch sports), horses, and interesting or funny stories about family and friends. Those with a knack for entertaining oratory are well respected and appreciated in the Amish community.

Of course the women do their fair share of talking as well, in the kitchen while cleaning up after the meal, and later in the living room where they join the men after the domestic work is done. The main topics of conversation always revolve around family, immediate and extended. News travels through the Amish community faster than any social media platform, because nothing builds Amish female status more than being the first to call with the news that great uncle so-and-so was injured in a farming accident or nephew so-and-so has a new baby, along with all the pertinent details about the name, size, and health of the baby and how the mother is doing and how many grandchildren that makes in total for the lucky grandparents.

While the adults are talking, the children are free to play either inside or preferably outside. Trampolines, climbing trees, playing in the hayloft, tag, volleyball, and softball are favorite activities at various ages. The younger boys and girls typically play together, but as they get older the girls spend more time visiting while the boys prefer more structured sports. Softball is a game for boys, but volleyball is popular with mixed teams of boys and girls at any age.

Visiting relatives or other community families is also a popular social activity, especially on “in-between Sunday”. The Amish have church every other week, and the week without church is often an opportunity to visit another family. Invitations are not expected or required, and anyone stopping by will be expected to stay for dinner and into the evening. At these type of events, the older children are often expected to sit and visit with the adults. Sitting still and being quiet are mandatory skills, since church services are 2 hours or longer and held in barns or sheds without air conditioning filled with backless wooden benches. Self-discipline is not an optional virtue, because the alternative is physical discipline.

As Amish young people enter their mid teen years, they go from childhood to youth. At a certain age, usually around 15 or 16, they officially become youth and enter the stage everyone is familiar with, “rumspringa”. That’s a Pennsylvania Dutch word that translates to “running around”. The Amish use it more as a verb, but pop culture has adopted it as a noun based on some wildly inaccurate reality TV shows and depictions.

The reality is, rumspringa varies widely from community to community, mostly based on what the parents and church leaders tolerate. Remember that Amish church membership is a fully voluntary decision, and Amish young people are free to join or not, as they decide. Late teens is the typical age for that decision. In the meantime, they are free to make their own decisions, subject to their parents’ rules. Breaking the rules can mean that at some point, they won’t be welcome to live in their parents’ household any more. That’s a fairly strong deterrent to the most extreme infractions.

At this stage, young Amish men will be buying their own horse and buggy, and both boys and girls will be permitted to attend the Sunday night “singing”. This is a social activity held at someone's house on Sunday evening, involving all the youth in the community coming together for dinner, playing volleyball, and singing German hymns together. The purpose is to provide a somewhat controlled social environment for young men and women to interact and hopefully meet their future spouse. Dating couples can attend together, and dates are permitted after the formal activities, with the young men often driving their date home late at night before finally heading home themselves.

Depending on the tolerance of the community, the informal activities can be a bit more permissive than singing hymns and playing volleyball. Often the buggies will become a typical teenage party scene, with alcohol, smoking, a radio, illicit smartphones and DVD players, and some less-than-reserved interaction between boys and girls. The punishment for getting caught can be severe, but in many cases the adults tend to turn a blind eye to what’s happening, and let the young people do as they please.

A lot more could be said about the dynamics of this cultural practice, but specifics vary so much between communities that I don’t think there’s much value in doing so. The point I think is relevant to this discussion is the question of sex.

There’s no reason to go off into the weeds on how much, if any, sex occurs. Premarital sex is absolutely forbidden. Does it happen anyway? Humans being human, certainly. How much? Probably very little in most cases. Getting pregnant, or getting someone pregnant, is the one transgression with inevitable life-changing consequences. The “shotgun wedding” is alive and well among the Amish, and getting a girl pregnant means marrying her or being expelled from the Amish community permanently, no exceptions. Besides that, getting pregnant outside of marriage is the most disgraceful and shameful thing a girl could do. It happens very very rarely, put it that way.

So casual sex within the community is basically off the table. What about casual sex with “English” people? This is where the Amish cultural practices play a big role. The Amish dress very distinctly. They can’t go anywhere in their traditional clothes without being instantly recognized. They also don’t drive cars, so going somewhere means getting a ride with someone. And their parents will usually keep an eye on their plans and whereabouts. So let’s imagine how an Amish teenager might go about finding a casual sexual encounter.

First off, getting ahold of a cell phone would be essential. They need some way to communicate with the outside world, and coordinate with their “partner in crime.” A lot of Amish teenagers do this, often with the help of slightly older people who have left the Amish, but keep ties with the community, maybe an older sibling or cousin. These are often the same people who buy alcohol for Amish teens.

Then, they need to get some non-Amish clothes. Remember, every trip away from home will take a willing driver, a plausible excuse in a community where everyone knows everyone, and the guarantee of being immediately recognized if seen in public. And the Amish parents know who the “bad kids” are, the ones who left but are willing to help their younger relatives and friends break the rules. Getting caught hanging around with them will probably mean a lot less trust and a lot less freedom in the future.

For the girls, a change of “English” clothes and a new hairstyle will let them blend in quite well. Of course, they can’t be caught leaving or coming home in those clothes, or have the clothes found at home. Lots of logistical hurdles everywhere. For the boys, they have a very distinctive haircut. A new change of clothes won’t fix that. There’s really no way for them to hide the fact that they’re Amish, even if the accent and the lack of a driver’s license don’t give them away.

Assuming they manage all that, and sneak away from home undetected, how will they find someone to hook up with? They’re very insulated from popular culture, and probably not at all comfortable in typical social situations. For the girls, there’s the added risk that an accidental pregnancy, or even just getting caught, would ruin their reputation and any chance of marriage and a family in the Amish community. So they’re unlikely to even try, unless they’re already fully intending to leave the Amish for good. That only really happens if they have a guy ready to marry them outside the Amish community, for reasons I’ll get into more later. Briefly, the Amish culture and schooling leaves women poorly prepared to support themselves outside that culture.

For the boys, there’s the typical difficulty men face in finding casual sexual partners. Multiply that by the difficulty of not having a car or driver’s license, not being experienced in mainstream social norms, plus that obvious and undisguisable Amish haircut. And all that ignores the lifelong teaching that casual sex is sinful and wrong, and those who engage in it are going against the teachings of God and the church. The entire culture is specifically designed to discourage casual sex as strongly as possible, and it does an excellent job at that.

Why does that matter? Well, humans are all very much the same, with the same desires and instincts. And sex is one of the strongest of those desires. The Amish are certainly no different.

So the Amish religious practice and culture offers a very simple choice. You can choose sex outside of marriage, which will be difficult or impossible, occasional at best, and if you get caught will mean expulsion from the community your life is rooted in, and even if you don’t get caught will mean you’re committing a mortal sin that will keep you out of heaven if you don’t repent and change. Or, you can get married and have all the sex you want, and be respected and rewarded for it.

That’s really all it takes to sell the idea of marriage to most men.

When a couple does decide to get engaged, of course with permission from the girl’s father, the wedding happens within a reasonably short time, in acknowledgement of the temptation young people face in that situation.

So let’s take a little closer look at the gender differences between the choice to stay single or to marry. It’s helpful to lay out the different life paths available, and how they play out over time.

There are very few Amish who remain single throughout their life, and almost all of them are women. So let’s look at it through a man’s perspective first. What kind of life can a single Amish man expect?

First off, a lifetime of celibacy. There’s hardly any need to go further, that’s a deal breaker for most men. If they choose to stay single for some reason, most will leave the Amish completely rather than accept those terms.

So maybe it’s more useful to look at incentives for early marriage, which is the norm. I’m a strong believer that incentives create outcomes, so I’ll be taking a hard look at incentives throughout this article.

Young people are expected to live with their parents until marriage, in most cases. Remember, no going off to college either. So from age 14 on, they’re stuck living with Mom and Dad, working full time, and not even keeping their own income. That gets old fast. Getting married, moving out, and starting a family looks better every day. Besides that, Amish women do a lot to improve the lives of their men. The Amish are well known for their delicious food. Well, that’s because the Amish women cook and bake. As a single guy, moving out of Mom’s house means not getting delicious home-cooked food every day. And they don’t have an iPhone to order DoorDash either, so it’s pizza delivery, hiring a driver to go to a restaurant, or whatever you can cook yourself. And Amish boys don’t grow up learning how to cook, that’s women’s work. Same with making clothes. Amish mothers and wives sew clothes for their families, since they’re forbidden to wear commercially available clothes in general. So a single guy is dependent on his mom for new clothes as well. Same with washing clothes. Most Amish have fairly modern clothes washing machines, although they don’t use dryers. But washing and folding clothes isn’t a job most boys grow up doing, so they’re pretty lost if they have to try it.

All in all, there aren’t a lot of upsides to staying single longer than absolutely necessary. There are plenty of benefits to marriage, though. For one, marriage is seen as a necessary step to full maturity as a man. It’s even expressed as a visible marker. Single young men typically stay clean-shaven. Once they get married, shaving is completely forbidden, and they are required to grow out a full beard. So the difference between married and single men is obvious at first glance, and is acknowledged as a marker of full maturity.

Then of course there’s the sexual access. No explanation needed.

Then there are all the benefits of an improved lifestyle a stay-at-home wife provides. That includes cooking, cleaning, washing clothes, caring for a garden, preserving food, helping with farm work or chores, and helping with his business. Many Amish wives are very involved in their husband’s career or business, whether that’s managing the bookkeeping, working in the greenhouses, or helping with daily chores on the farm. While most Amish communities use quite modern household appliances, powered with batteries, kerosene, or air pressure, the work of maintaining a household is still much more involved than for the typical American household. Especially when it comes to sewing, which very few American women do at all, but which took a large percentage of women’s time only a few generations ago. Among the Amish it still does.

I’m only focusing on the incentives for marriage right now, because that’s the first step. Of course, most married couples today don’t have 5-8 children, so there’s more to the story. But universal marriage, particularly early marriage, is an essential part of the puzzle.

Shifting focus to the women, here the picture is even more clear. Almost all lifelong single Amish people are women, and that’s not by choice. The Amish still maintain the “old maid” category that used to be part of mainstream culture. Single Amish women are almost invariably single because no man offered to marry them. Here’s why.

If single life is unappealing for Amish men, it’s positively bleak for women. Marriage and family life is the aspirational goal they’re taught from little up. And for good reason.

With their eighth-grade education, and without a driver’s license and car, their income earning potential is very limited. Most young women who aren’t busy on the farm or with the family business work as schoolteachers, housecleaners, babysitters, or cooks and servers at Amish restaurants or farmers’ markets. None of these jobs pay well. Enough to buy a few personal items, but not enough to buy a house or support even one person. And while it might be acceptable for a single Amish man to eventually buy a house and move out, at some point in his late 20s or early 30s, it’s really not acceptable at any age for an Amish old maid. Those old maids typically end up living with their parents, caring for them in old age, working the same type of jobs young girls do, and probably hoping that at some point an older widower with a family will show up and propose.

Marriage has massive lifestyle benefits for women, even more so than for men. Amish men typically do well financially, and often work in construction as well, or have friends and relatives who do. Amish houses are very nice and well constructed to say the least, and the wife gets the house she wants, the way she wants it. Being stingy with a house for your wife isn’t part of an Amish man’s mentality. Amish women are well rewarded for all their hard work keeping house, with a house they’ll be happy keeping. And of course a nice farm or at least some acreage, with space for a big garden, a barn for any animals, and space for greenhouses or whatever she needs for any home business ambitions she might have.

Along with that, Amish women have a lot of flexibility when it comes to spending money. Many Amish women handle most of the family finances. And the money her husband earns is family money, not his money. While the husband has final say in financial decisions, most Amish men don’t say no to their wives’ purchase requests often. Married Amish women have access to all the creature comforts the church allows to make their lives as pleasant as possible.

When it comes to status, the benefits are just as clear. Amish life revolves around family, and nothing is higher status than a thriving family of your own. The Amish version of posting exotic vacation pictures on Instagram is showing up to a social function with your new baby. It’s the automatic center of attention for weeks, until a newer baby show up in the community. And the default topic of conversation is always a woman’s children and their growth and development. Young girls grow up dreaming of the day they can join those conversations, and old maids are always outsiders in a certain sense, pitied by everyone else for their misfortune.

Being an old maid means being poor, low status, pitied by other women, and destined to live with your parents until they pass, with your only bitter-sweet consolation being the role of aunt to your dozens of nieces and nephews and maid to your sisters and sisters-in-law through their many pregnancies. Getting married means access to a man’s income, a nice new house just the way you want it, a farm, and an automatic status boost as a mother and eventually grandmother who always has lots to contribute to the conversation at social events.

As you can imagine, the incentives strongly favor marriage from both directions. Men benefit through improved lifestyle, status, and access to sex. Women benefit through improved lifestyle, economic opportunity, and status in the social hierarchy.

Given that the selection pool for potential partners is limited, mostly to the local Amish community, or occasionally another Amish community if there’s some interaction through family ties or social events, assortative mating is the norm. Young people can be choosy, sure. But they already know most of the people in their potential mating pool, and have probably known those people for most of their lives. They have a pretty good idea how desirable they are to potential partners, and the girls especially have to think long and hard about turning down a suitor. Men are always the initiators of a relationship, and the risk of turning down an eligible man and then never getting another offer, ending up as a dreaded old maid, is always lurking in the back of their minds.

Besides that, both men and women have multiple ways to improve their spouse’s life. Women are much more than just sexual objects. Their domestic role actually raises their husband’s standard of living significantly, in a way he can’t access as a single man. And men are all valuable to women, both for resources and for status as a wife and mother. Even a very average husband or wife is a massive lifestyle boost over remaining single.

By now it should be pretty clear why marriage is almost universal among the Amish, and marriage at what most would consider a young age (19-23) is more common than not. And I haven’t even mentioned any religious teaching, because frankly I don’t think that’s a major force on an individual level. The religious beliefs shape the social and material landscape, and that landscape provides the practical incentives that cause people to make the choices they do. The fact that an Amish interpretation of the Bible encourages marriage and children is one layer removed from the reasons individual 20-year-old Amish men and women choose to get married.

I pointed out earlier that getting married and having a high birthrate, or even getting married young and having a high birthrate, are not exactly the same thing. Plenty of married couples today have one, two, or even no children, even if they got married young enough to have ten if they chose to do so. So why are the Amish different?

There’s the too-obvious answer: they don’t allow the use of contraceptives. Occam’s razor and all, but it deserves a bit more explanation. After all, the Catholic Church doesn’t allow the use of contraceptives either, and look how well that’s working out for them. Of course the enforcement mechanism doesn’t have the teeth among Catholics that it has among the Amish, but that’s not the whole story. If they were motivated enough, there’d be a way to space the children out more, maybe end up without quite so many, without anyone knowing. That doesn’t happen, because the contraceptive ban is a dead letter when couples want to have as many children as possible, which the Amish typically do.

Again, I’ll go back to incentives. What are the incentives to have children specifically, as many as possible, and not just get married and “plan for a family one day”?

For one, status. For both men and women, a large family is a marker of high status. Parents are respected and honored for doing a good job of raising well-adjusted children.

Children are also less of a financial burden for the Amish. Their children are raised well, but not in a financially intensive way that’s become expected today. They don’t have to buy a new car or SUV to fit the family, they don’t buy every child a boatload of expensive electronic gadgets every birthday and Christmas, they don’t have to pay for frequent vacations or college tuition, and they don’t have to eat out or pay for takeout or pay for childcare or a house cleaner since the wife is handling all those domestic roles herself. And the Amish don’t practice helicopter parenting, so children are much more free to play and amuse themselves without constant supervision from their parents. They don’t have to be driven to 17 different weekly structured activities. They have a farm to play on and shelves full of books to read and some toys to play with if the weather is bad, and that’s about it. And of course as the family grows, the older siblings do a large percentage of the housework and help with the younger children.

The older teenagers that are working outside the home typically give their earnings to their parents, but this basically offsets the cost of raising them, so it isn’t really an incentive to have larger families, just the removal of a disincentive.

The strongest real incentive, other than increased status and cultural inertia, that I observe for large families is that the children are the parents’ retirement plan. The Amish don’t work at jobs that offer pensions or benefits. They are exempt from paying into, but also ineligible to receive, Social Security benefits. The Social Security exemption was granted on the basis that the Amish don’t need government payments to support them in old age, because the family and community will do that. And they do.

How does this work out in practice? First, the Amish don’t practice “retirement” the way most people think of it. They teach that work is honorable and every able-bodied man should work to support his family and to help those in need. So as long as a man is physically able to work, he’ll be employed and supporting himself and his wife. And Amish women move directly from the role of mother to the role of grandmother. It’s not at all uncommon, in fact, for a woman’s first grandchild to be born before her last child is born. So plenty of Amish children are an aunt or uncle at birth, and have a niece or nephew older than they are. Grandmothers are extremely involved in helping their daughters and daughters-in-law with childcare, so they don’t often have a big stretch of free time after their children grow up and move out. And besides that, there are still the significant household responsibilities to attend to.

As a couple gets older and perhaps less able to handle everything on their own, they often move to the home of one of their grown children. Typically not into the home directly, but into what’s called a “dody haus” (grandpa house) which might be a small detached house on the same property, or a separate wing of the larger house, like an in-law suite. Here they’re able to live independently, help care for the grandchildren next door, and still be nearby so their children and grandchildren can give any care they may need in old age. If the couple has an unmarried “old maid” daughter, she’ll typically still be living with them and will be the primary caregiver.

If someone doesn’t have children to care for them, the Amish community will find a way to care for them. Some more distant relative or maybe surviving siblings will step in to help. But the expectation and the rule is that your children and grandchildren will care for you after you’re no longer able to care for yourself. Finding yourself growing old without family is an unfortunate and unpleasant situation, regardless how much the community may try to fill that role. Just as throughout earlier stages of life, social functions and social status revolve around children and family, and anyone without them will be incomplete as a person, something of an inevitable outsider to the joys of life. The best insurance against a lonely and uncomfortable old age is a large family, among which there are certain to be sufficient resources to care for you. Many elderly Amish people die with well over a hundred grandchildren and great-grandchildren, and spend their later years constantly surrounded by children and young people who deeply appreciate and respect them. Being taught and shown that respect toward their own grandparents from a young age is a strong incentive to aspire to the same status one day.

I’m not sure exactly where this fits, but I should point out somewhere that the Amish have an absolutely zero tolerance policy toward divorce. There are no legitimate grounds for divorce whatsoever, and anyone who initiates a divorce will be excommunicated from the church and shunned. If an Amish person’s spouse initiates divorce proceedings, they won’t cooperate with those proceedings in any way. If the divorce happens through the legal system without their consent anyway, they can remain a church member in good standing only by staying celibate as long as their spouse remains alive. The only acceptable second marriage is in the case of the death of a spouse. In those cases, a quick remarriage is the rule among widows and widowers with young children, since raising a family is seen as a job for a married couple, not a single person.

It’s hard to say exactly how this stance against divorce influences marriage and fertility. But it certainly limits exposure to the idea of divorce as a “solution” to marriage difficulties, and incentivizes couples to work things out for their own life satisfaction. And it dramatically reduces the financial risks men face in the modern marriage system, where the potential to lose not only their family, but also a significant portion of their material wealth, raises strong disincentives to marriage. The physical realities of married life versus single life in a more low-tech environment probably discourage divorce, but the added threat of complete social and familial ostracization eliminate it almost entirely.

Conclusion

This article is my attempt to provide some insight into the Amish culture that might help us understand the factors causing their unusually high fertility rate. I’ve titled it as part one, because I plan to follow up with some of my personal opinions on how these insights relate to the broader society. I think a lot of the proposed causes of and solutions to the global demographic collapse are completely incorrect, and my opinion is based heavily on my observation of Amish culture. That will be the focus of part two of this article.

Feel free to comment and post questions. My biggest challenge in writing this article is the fact that I take my familiarity with Amish culture for granted to some degree, so I struggled to choose which points are relevant to understanding the culture for an outsider. I’m sure I skipped over plenty of important details that may leave readers feeling confused, so I’ll do my best to answer any questions you post, and update the article with pertinent information I missed.

@ 9e69e420:d12360c2

Federal employees must remove pronouns from email signatures by the end of the day. This directive comes from internal memos tied to two executive orders signed by Donald Trump. The orders target diversity and equity programs within the government.

CDC, Department of Transportation, and Department of Energy employees were affected. Staff were instructed to make changes in line with revised policy prohibiting certain language.

One CDC employee shared frustration, stating, “In my decade-plus years at CDC, I've never been told what I can and can't put in my email signature.” The directive is part of a broader effort to eliminate DEI initiatives from federal discourse.

@ a7bbc310:fe7b7be3

I’ve been back from Morocco for just over a month and I’ve had some time to reflect. I started writing a day by day of what I did in my trip to Morocco but that was turning out a bit boring. I couldn’t do the trip justice. I thought I’d share some of my observations instead. I’d start by saying I was only there for 5 1/2 days. 5 days in Marrakesh and half day in Essaouira

You can feel the rich culture and history Morocco has such a rich culture and history. Influence of Romans, French, Arab, Berbers, Saharan and Nomadic tribes. You can see it in the architecture, taste it in the food and hear it in the language. The streets of Marrakesh had the smells of spices, perfumes and petrol. There is a synchronised dance between everyone that occupy the streets. People, motorbikes, donkeys, carts, all jostling for position but never seeming to collide into on another.

One thing that didn’t surprise me was the high level of craftsmanship and intricate designs on some of the buildings. I was told by a tour guide that some of the calligraphy could only be understood and read by the person who wrote it.

There seemed to be a sense of community, people stopping in the street to greet each other and say hello. What surprised me about this in Marrakesh most was that it happened in such a busy city. From my experience big cities are places that you go to get lost, ignored and don’t want to be found. Scene at the end of the movie Collateral comes to mind. You know the one where he’s riding on the subway alone after being shot.

A vendor tried to sell me a pendant, a symbol of the Berber tribe that meant ‘free man’. The symbol looks similar to the one for Sats 丰. I declined to purchase since I wasn’t educated enough on the Berbers to rep a symbol.

Couldn’t get over how much stuff there was for sale! And duplications of everything, rugs, shoes , handbags, jackets. Cold mornings and evenings, warm during the day. Everyone dressed like it was winter, even when it for warmer in the afternoon. It was a special trip. I’d definitely go back. Both to visit Marrakesh and other places.

@ 47c860d3:b3f71b74

ไขความลับรหัส 13 ตัวอักษรของ FT8: ศาสตร์แห่งการบีบอัดข้อมูลสื่อสารดิจิทัล คืนหนึ่ง ผมนั่งอยู่หน้าจอคอมพิวเตอร์ มองสัญญาณ FT8 กระพริบไปมา ส่งข้อความสั้นๆ ซ้ำไปซ้ำมา "CQ HS1IWX OK03" แล้วก็รอให้ใครสักคนตอบกลับ วนลูปไปอย่างไม่รู้จบ จนเกิดคำถามขึ้นมาในหัว... “นี่เรานั่งทำอะไรกันแน่?” FT8 มันควรเป็นอะไรมากกว่านี้ใช่ไหม? ไม่ใช่แค่การส่งคำสั้นๆ 13 ตัวอักษรไปมาเท่านั้น! เอ๊ะ! เดี๋ยวก่อน... 13 ตัวอักษร? ถ้าการส่งข้อความจำกัดที่ 13 ตัวอักษร แล้วทำไมข้อความอย่าง "CQ HS1IWX OK03" ซึ่งดูเหมือนจะมี 14 ตัวอักษร (รวมช่องว่าง) ถึงสามารถส่งได้? นี่มันต้องมีอะไรซ่อนอยู่! ระบบ FT8 ใช้เวทมนตร์อะไร หรือมันมีเทคนิคการเข้ารหัสแบบลับๆ ที่เรายังไม่รู้? และคำว่า "13 ตัวอักษร" ที่เขาพูดถึงนั้นหมายถึงอะไรกันแน่? แล้วลองนึกดูสิ... ถ้าเราอยู่ในสถานการณ์ฉุกเฉิน ต้องส่งข้อความที่สั้น กระชับ และมีความหมาย ในขณะที่แบตเตอรี่เหลือน้อย กำลังส่งต่ำ และอุปกรณ์มีเพียงเครื่องวิทยุขนาดเล็กกับสายอากาศชั่วคราวและมือถือ บางครั้ง FT8 อาจจะเป็นตัวเลือกเดียวที่ช่วยให้เราส่งสัญญาณขอความช่วยเหลือได้ เพราะมันสามารถถอดรหัสได้แม้สัญญาณอ่อนจนแทบจะมองไม่เห็น! ดังนั้น ผมต้องขุดลึกลงไป เพื่อไขความลับของรหัส 13 ตัวอักษรของ FT8 และหาคำตอบว่า ทำไม FT8 สามารถส่งข้อความบางอย่างที่ดูเหมือนยาวเกินขีดจำกัดได้? พร้อมกับสำรวจว่ามันสามารถช่วยเหลือเราในสถานการณ์ฉุกเฉินได้อย่างไร! อะไรคือความหมายที่แท้จริงของ 13 ตัวอักษร ? เมื่อเริ่มเจาะลึกลงไป ผมจึงได้รู้ว่า 13 ตัวอักษรที่เราพูดถึงนั้นหมายถึง ข้อความใน Free Text Mode หรือก็คือ ข้อความที่ไม่ได้ถูกเข้ารหัสในรูปแบบมาตรฐานของ FT8 หากเราส่งข้อความแบบอิสระ เช่น "HELLO WORLD!" หรือ "EMERGENCY CALL" เราจะถูกจำกัดแค่ 13 ตัวอักษรเท่านั้น เพราะข้อความเหล่านี้ไม่ได้ถูกเข้ารหัสให้เหมาะสมกับโปรโตคอลของระบบ FT8 แต่ถ้าเป็น ข้อความมาตรฐานที่ถูกกำหนดรูปแบบไว้แล้ว เช่น Callsign + Grid หรือ รายงาน SNR (-10, 599, RR73) ระบบ FT8 จะใช้การเข้ารหัส 77-bit Structured Message ซึ่งช่วยให้สามารถส่งข้อมูลได้มากกว่า 13 ตัวอักษร! อะไรคือ โครงสร้าง 77-bit Message ใน FT8 FT8 ใช้ 77 บิต สำหรับการเข้ารหัสข้อมูล โดยแบ่งออกเป็น 3 ส่วนหลัก: ส่วนของข้อมูล จำนวนบิต รายละเอียด Callsign 1 (ต้นทาง) 28 บิต รหัสสถานีที่ส่ง Callsign 2 (ปลายทาง) 28 บิต รหัสสถานีปลายทาง หรือ CQ Exchange Data 21 บิต Grid Locator หรือข้อมูลอื่น ๆ รวมทั้งหมด = 28 + 28 + 21 = 77 บิต การที่ FT8 ใช้โครงสร้างแบบนี้ ข้อความที่ถูกเข้ารหัสในมาตรฐาน FT8 จึงสามารถส่งได้มากกว่า 13 ตัวอักษร เช่น "CQ HS1IWX OK03" นั้นถูกเข้ารหัสให้อยู่ใน 77 บิต ไม่ใช่ Free Text แบบปกติ ทำให้สามารถส่งได้โดยไม่มีปัญหา! แต่ข้อสำคัญมันคือโปโตคอลของระบบ FT8 ในปัจจุบัน ถ้าเราต้องการ เข้ารหัสเองในรูปแบบของเราเราก็ต้องพัฒนาโปรแกรม FT8 ของเราเอง (ผมทำไม่เป็นครับ555) ก็ใช้ของเขาไปก็ได้ แล้วก็มาพัฒนาระบบ เทคนิคการส่งข้อมูลให้มีประสิทธิภาพภายใน 13 ตัวอักษร กันน่าจะสนุกกว่า ส่วนเรื่องรายละเอียดวิธีการเข้ารหัสผมคงไม่พูดถึงนะ เดี๋ยวจะวิชาการน่าเบื่อไปครับ ใครสนใจก็ไปศึกษาต่อกันเอาเองครับ การเข้ารหัสนี้จะใช้ร่วมกับเทคนิค FEC (Forward Error Correction) ใน FT8 ซึ่งเป็นหนึ่งในเทคนิคที่ทำให้ FT8 สามารถถอดรหัสข้อความได้แม้ในสภาวะสัญญาณอ่อน คือการใช้ Forward Error Correction (FEC) หรือ การแก้ไขข้อผิดพลาดล่วงหน้า ซึ่งช่วยให้สามารถกู้คืนข้อมูลที่อาจเกิดการสูญหายในระหว่างการส่งสัญญาณได้ โดย FT8 ใช้ Reed-Solomon (RS) Error Correction Code ซึ่งเป็นอัลกอริธึมที่เพิ่มบิตสำรองเพื่อช่วยตรวจจับและแก้ไขข้อผิดพลาดในข้อความที่ส่งไป และ ใช้ Convolutional Encoding และ Viterbi Decoding ซึ่งช่วยให้สามารถแก้ไขข้อมูลที่ผิดพลาดจากสัญญาณรบกวนได้ ซึ่งเมื่อสัญญาณอ่อน ข้อมูลบางส่วนอาจสูญหาย แต่ FEC ช่วยให้สามารถกู้คืนข้อความได้แม้ข้อมูลบางส่วนจะขาดหาย ทำให้ผลลัพธ์คือ FT8 สามารถทำงานได้แม้ระดับสัญญาณต่ำถึง -20 dB! ซึ่งส่วนนี้ผมก็ยังไม่เข้าใจมันดีเท่าไหร่ครับ อิอิ ฟังเขามาอีกที สิ่งที่เราทำได้ตอนนี้ในโปรแกรม FT8 ในปัจจุบันก็คือ เทคนิคการส่งข้อมูลให้มีประสิทธิภาพภายใน 13 ตัวอักษรถ้าเรา อยากส่งข้อความฉุกเฉินภายใน 13 ตัวอักษร ให้ได้ข้อมูลมากที่สุด เราต้องใช้เทคนิคต่อไปนี้: การใช้ตัวย่อและรหัสสากล • SOS 1234 BKK แทน "ขอความช่วยเหลือที่พิกัด 1234 ใกล้กรุงเทพ" • WX BKK T35C แทน "สภาพอากาศกรุงเทพ 35 องศา" • ALRT TSUNAMI แทน "เตือนภัยสึนามิ" ใช้ข้อความที่อ่านเข้าใจง่าย • ใช้โค้ดสั้นๆ เช่น "QRZ EMRG?" แทน "ใครรับสัญญาณฉุกเฉิน?" การส่งข้อความเป็นชุด • เฟรม 1: MSG1 BKK STORM1 • เฟรม 2: MSG2 BKK STORM2 • เฟรม 3: MSG3 BKK NOW “การฝึกฝนเพื่อทำความเข้าใจการสื่อสารเป็นสิ่งสำคัญ เพราะเมื่อได้รับข้อความเหล่านี้ เราจะสามารถถอดรหัสและติดตามข้อมูลได้อย่างทันท่วงที” ครั้งนี้อาจเป็นเพียงการค้นพบอีกด้านหนึ่งของ FT8… หรือมันอาจเปลี่ยนมุมมองของคุณที่มีต่อโหมดสื่อสารดิจิทัลไปตลอดกาลก็ได้ แต่เดี๋ยวก่อน—นี่มันอะไรกัน!? จู่ๆ บนจอคอมพิวเตอร์ของผมก็ปรากฏคอลซายที่ไม่คุ้นตา D1IFU—คอลซายที่ไม่มีอยู่ในฐานข้อมูลของ ITU แต่กลับปรากฏขึ้นบนคลื่นความถี่ของเรา D1…? มันมาได้ยังไง? แล้วทันใดนั้น ผมก็ฉุกคิดขึ้นมา—มันคือคอลซายจากพื้นที่ Donetsk หรือ Luhansk พื้นที่ที่เต็มไปด้วยความขัดแย้ง ดินแดนที่เราคิดว่าเงียบงันภายใต้เสียงระเบิดและความไม่แน่นอน แต่ตอนนี้ กลับมีสัญญาณเล็กๆ ปรากฏขึ้นบน FT8 มันคือใครกัน? เป็นทหาร? เป็นพลเรือนที่พยายามติดต่อโลกภายนอก? หรือเป็นเพียงนักวิทยุสมัครเล่นที่ยังคงเฝ้าฟังแม้โลกจะเต็มไปด้วยความวุ่นวาย? แต่สิ่งหนึ่งที่แน่ชัด… “นี่คือสัญญาณแห่งชีวิต” จบข่าว. 🚀📡

@ bc6ccd13:f53098e4

The free-floating global fiat currency system has been operating since Nixon ended the last vestiges of the US gold standard in 1971. In the over five decades since then, there has been a steady chorus of warnings about the imminent collapse of the dollar and of fiat currency in general. In spite of all the doom and gloom, the dollar could say, like the famous Mark Twain quote, “the reports of my death have been grossly exaggerated.”

There’s a reason that, despite all its faults, fiat currency always seems to find a way to survive. Its value may be inflated away, sure, but at the end of the day the world still buys and sells, borrows and lends, spends and saves, in dollars. When the economic situation is chaotic, it becomes very helpful to understand why.

I’ve explained the structure of the banking system in other articles, so I won’t rehash all of that here.

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Briefly, the fiat currency we use today, like the dollar, is a hybrid animal. It’s part fiat (base money) and part credit. Most of the “dollars” people hold are not actually fiat currency printed by the Federal Reserve. Most are in the form of bank deposits held in a checking or savings account. Those bank deposits are created out of thin air by commercial banks, in the process of making loans.

Banks don’t loan out money from a reserve they have in a vault somewhere. When they make a loan, they create two ledger items on their balance sheet. The first is the loan, which is a bank asset. It’s a ledger entry that says the borrower owes the bank a certain amount of dollars, with terms and interest. The second item is the bank deposit, which is an IOU from the bank to the borrower. It’s a ledger entry that says the bank owes the borrower a certain amount of dollars.

So by the combination of these two ledger entries, the bank creates some brand new dollars, which the borrower gets to spend. This is how our credit-based, fractionally reserved banking system works to increase the money supply. Plenty of the inflationary forces of “money printing” are a result of this commercial bank credit expansion, and not something the Fed did.

There are certain implications to creating money by this type of credit expansion. Say the bank makes a loan of $100,000. Let’s say the terms are 10 years, 10% interest rate, annual payments. So the bank creates the $100,000 out of thin air, and the borrower takes the $100,000 and spends it. For the sake of argument, let’s ignore all the other money in the economy and pretend this $100,000 is all that exists. It won’t matter in the big picture, because all the other money is created through the same process so the same principle will apply on a large scale.

At the end of year one, the borrower will have to repay $10,000 of principal to the bank, along with $1,000 of interest. When the borrower repays the $10,000 of principal, the bank’s balance sheet must shrink. The asset (the loan) goes down from $100,000 owed to $90,000 owed. The liability (the bank deposit total) also goes down from $100,000 to $90,000. So $10,000 is effectively destroyed in paying back the loan.

In order to get the $11,000 to make the loan payment, the borrower had to earn back the borrowed money, which he had initially spent upon receiving the loan. So out of total money supply of $100,000, he worked and earned $11,000 and made his annual loan payment. Now at the beginning of year two, the borrower owes $90,000, the total money in circulation is $89,000, and the bank holds a profit of $1,000. At the end of year two, the borrower pays back $10,900 dollars. $10,000 of principal, and $900 of interest. The total money in circulation is now $78,100, the borrower owes $80,000, and the bank holds $1,900 in profit.

Do you see the problem that’s developing? There is no longer enough money in circulation for the borrower to pay off his loan. The bank created the principal when they made the loan, but created no additional money to pay off the interest. So the borrower could earn all the money in circulation in the economy, and he still wouldn’t have enough to pay off his loan. Worse yet, every year as he makes loan payments, the amount of money circulating in the economy falls. He has to earn a higher and higher percentage of all money available, because the supply keeps falling as debt repayments destroy the money. The only way for the borrower to earn enough to finish paying off his loan, is for the borrower to work for the bank and for them to pay him back the interest they earned from him. Then, if he finally earns all the money in the economy, including the bank’s profits, he can fully pay back his loan. At that point, the amount of money in existence goes back to zero.

When we expand this situation to the global economy, we discover that the world has $320 trillion of debt and only $120 trillion of M2 money supply. The annual loan repayments on that massive debt pile are around $60 trillion.

That’s why the dollar refuses to die. Regardless how much everyone hates it, the global debt pile is enormous. And the only way to survive is to keep working and earning dollars to keep making those payments every month. And the ride never ends, because if every single dollar in existence was used today to pay down the debt, the world would be penniless and still $200 trillion in debt. That’s $25,000 of debt for every human on the planet.

So that’s how banks create their own demand, and keep an iron grip on the global economy. Every loan they make creates future demand for dollars to repay that loan. And the ever-increasing gap between the debt and the money available to repay it means that the only way for the economy to stay above water is a constant supply of new loans to create the money needed to pay off the old loans and accumulated interest. Which, of course, is supplied by the banks.

So what happens if banks decide to slow down the new loan supply? Loan repayments destroy money, the money supply shrinks, and deflation kicks in. But not the good kind of deflation, where goods and services get cheaper and wages go further. That can never happen, because the more debt is paid back, the larger the debt pile becomes in relation to the money supply. So debt repayments absorb a larger and larger share of rapidly falling incomes.

And that’s the liquidity vortex. Without a constant supply of fresh debt, all liquidity gets sucked into a black hole of debt repayments that can’t mathematically be filled.

And what happens if people just stop paying back the debt? What if they just walk away? Won’t that cause big problems for the banks? Well, take your mortgage for example. What happens if you stop paying? You soon find out that assets “owned” with debt aren’t actually yours, they’re the bank’s. If you stop making payments, the bank takes “your” house.

So the bank creates money out of thin air and loans it to you, and you buy a house. Then, if you fail to repay that loan (which is a mathematical impossibility on a global scale, because there literally isn’t enough money in existence for everyone to do that), they take ownership of the house.

Now that might leave a hole in the bank balance sheet (remember that loan asset and deposit liability they created) since the loan will have to be written down to zero while they still owe the deposit liability. So if the value of the house falls below the loan amount, the bank won’t be able to sell the house and patch their balance sheet hole. What happens then?

Well, we found out in 2008. Luckily for the banks, they own a bank cartel called the Federal Reserve, which has the ability to create fiat dollars (real fiat base money, not credit) out of thin air without going through the loan creation process like a commercial bank. So the Fed created trillions of dollars and gave it to the banks in the form of a bailout, and they didn’t have to suffer the damage of insolvency. Of course the damage wouldn’t be to the banks anyway, since their profit in the form of interest income is already spent. The damage would be to the bank depositors, who wouldn’t be able to withdraw their money from the insolvent banks. So that gives them cover to frame the bailouts as a benevolent act to “save” the depositors, rather than an easy and painless escape for the banks from the mess they created.

How does this liquidity vortex play out during times of economic uncertainty? Anytime there’s uncertainty, what’s the first concern of every economic actor? Making sure they can make their debt payments next month, for sure. The whole world is leveraged to the gills, and if they can’t make the payments next month the whole house of cards comes crashing down. So the first impulse during uncertainty is to make sure they have enough cash on hand to service debt. Maybe they have enough for next month, but what about the following month? Might be good to have a little more cash on hand, right?

So how can the whole world in aggregate increase their cash balances? I’ll save you the trouble. They can’t. It’s not possible. The money supply only increases through banks making new loans, which doesn’t help because it increases debt just as fast as money supply; or through central bank money printing, which is the last ditch attempt to stop a bloodbath. But the fact that it’s impossible doesn’t keep people from trying. So how do they try to increase cash? By selling assets, usually. That of course doesn’t work in aggregate, because every dollar earned by selling assets is a dollar taken out of someone else’s cash balance.

And what happens when everyone tries to sell assets at once? Asset prices collapse. And when the value of your assets is collapsing while your monthly debt payments are still fixed, does that make you want to hold more or less cash in reserve? And then if that liquidity vortex continues long enough, people cut back on spending because they would rather hang onto that money to provide some security that they’ll be able to service their debt through the crisis. The reduced spending squeezes business income and profits, which forces them to cut expenses and lay off employees, which reduces spending still further.

And no matter how bad the crisis gets, the mortgage bill and the credit card bill and the business line of credit are still due every month. And the harder people try to pay off the debt, the faster the money supply shrinks, and the more impossible the situation becomes. The only thing that can turn it around is a massive bailout of liquidity provided by, you guessed it, still more debt. That provides temporary relief, while setting the stage for the next, inevitable, credit and debt bubble and accompanying collapse.

And that's why the dollar keeps coming back, despite all predictions of imminent doom. It's actually a brilliant system. Horrifying, diabolical, but brilliant.

The only escape, in my opinion, is a complete monetary reset away from a debt-based currency to an equity-like store of value asset. That's the only monetary system that allows for healthy deflation without systemic failure.

@ f839fb67:5c930939

Relays

| Name | Address | Price (Sats/Year) | Status | | - | - | - | - | | stephen's aegis relay | wss://paid.relay.vanderwarker.family | 42069 | | | stephen's Outbox | wss://relay.vanderwarker.family | Just Me | | | stephen's Inbox | wss://haven.vanderwarker.family/inbox | WoT | | | stephen's DMs | wss://haven.vanderwarker.family/chat | WoT | | | VFam Data Relay | wss://data.relay.vanderwarker.family | 0 | | | VFam Bots Relay | wss://skeme.vanderwarker.family | Invite | | | VFGroups (NIP29) | wss://groups.vanderwarker.family | 0 | | | [TOR] My Phone Relay | ws://naswsosuewqxyf7ov7gr7igc4tq2rbtqoxxirwyhkbuns4lwc3iowwid.onion | 0 | Meh... |

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My Pubkeys

| Name | hex | nprofile | | - | - | - | | Main | f839fb6714598a7233d09dbd42af82cc9781d0faa57474f1841af90b5c930939 | nprofile1qqs0sw0mvu29nznjx0gfm02z47pve9up6ra22ar57xzp47gttjfsjwgpramhxue69uhhyetvv9ujuanpdejx2unhv9exketj9enxzmtfd3us9mapfx | | Vanity (Backup) | 82f21be67353c0d68438003fe6e56a35e2a57c49e0899b368b5ca7aa8dde7c23 | nprofile1qqsg9usmuee48sxkssuqq0lxu44rtc4903y7pzvmx694efa23h08cgcpramhxue69uhhyetvv9ujuanpdejx2unhv9exketj9enxzmtfd3ussel49x | | VFStore | 6416f1e658ba00d42107b05ad9bf485c7e46698217e0c19f0dc2e125de3af0d0 | nprofile1qqsxg9h3uevt5qx5yyrmqkkehay9cljxdxpp0cxpnuxu9cf9mca0p5qpramhxue69uhhyetvv9ujuanpdejx2unhv9exketj9enxzmtfd3usaa8plu | | NostrSMS | 9be1b8315248eeb20f9d9ab2717d1750e4f27489eab1fa531d679dadd34c2f8d | nprofile1qqsfhcdcx9fy3m4jp7we4vn305t4pe8jwjy74v062vwk08dd6dxzlrgpramhxue69uhhyetvv9ujuanpdejx2unhv9exketj9enxzmtfd3us595d45 |

Bot Pubkeys

| Name | hex | nprofile | | - | - | - | | Unlocks Bot | 2e941ad17144e0a04d1b8c21c4a0dbc3fbcbb9d08ae622b5f9c85341fac7c2d0 | nprofile1qqsza9q669c5fc9qf5dccgwy5rdu877th8gg4e3zkhuus56pltru95qpramhxue69uhhx6m9d4jjuanpdejx2unhv9exketj9enxzmtfd3ust4kvak | | Step Counter | 9223d2faeb95853b4d224a184c69e1df16648d35067a88cdf947c631b57e3de7 | nprofile1qqsfyg7jlt4etpfmf53y5xzvd8sa79ny356sv75gehu50333k4lrmecpramhxue69uhhx6m9d4jjuanpdejx2unhv9exketj9enxzmtfd3ustswp3w |

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"Personal Nostr Things"

[D] = Saves darkmode preferences over nostr
[A] = Auth over nostr
[B] = Beta (software)
[z] = zap enabled

• [DABz] Main Site
• [DAB] Contact Site
• [DAB] PGP Site
• [DAB] VFCA Site

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Other Services (Hosted code)

• Blossom
  
• NostrCheck
  

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Emojis Packs

• Minecraft
• nostr:naddr1qqy566twv43hyctxwsq37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gzyrurn7m8z3vc5u3n6zwm6s40stxf0qwsl2jhga83ssd0jz6ujvynjqcyqqq82nsd0k5wp
• AIM
• nostr:naddr1qqxxz6tdv4kk7arfvdhkuucpramhxue69uhhyetvv9ujuanpdejx2unhv9exketj9enxzmtfd3usyg8c88akw9ze3fer85yah4p2lqkvj7qap749w360rpq6ly94eycf8ypsgqqqw48qe0j2yk
• Blobs
• nostr:naddr1qqz5ymr0vfesz8mhwden5te0wfjkccte9emxzmnyv4e8wctjddjhytnxv9kkjmreqgs0sw0mvu29nznjx0gfm02z47pve9up6ra22ar57xzp47gttjfsjwgrqsqqqa2wek4ukj
• FavEmojis
• nostr:naddr1qqy5vctkg4kk76nfwvq37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gzyrurn7m8z3vc5u3n6zwm6s40stxf0qwsl2jhga83ssd0jz6ujvynjqcyqqq82nsf7sdwt
• Modern Family
• nostr:naddr1qqx56mmyv4exugzxv9kkjmreqy0hwumn8ghj7un9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jq3qlqulkec5tx98yv7snk759tuzejtcr5865468fuvyrtuskhynpyusxpqqqp65ujlj36n
• nostriches (Amethyst collection)
• nostr:naddr1qq9xummnw3exjcmgv4esz8mhwden5te0wfjkccte9emxzmnyv4e8wctjddjhytnxv9kkjmreqgs0sw0mvu29nznjx0gfm02z47pve9up6ra22ar57xzp47gttjfsjwgrqsqqqa2w2sqg6w
• Pepe
• nostr:naddr1qqz9qetsv5q37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gzyrurn7m8z3vc5u3n6zwm6s40stxf0qwsl2jhga83ssd0jz6ujvynjqcyqqq82ns85f6x7
• Minecraft Font
• nostr:naddr1qq8y66twv43hyctxwssyvmmwwsq37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gzyrurn7m8z3vc5u3n6zwm6s40stxf0qwsl2jhga83ssd0jz6ujvynjqcyqqq82nsmzftgr
• Archer Font
• nostr:naddr1qq95zunrdpjhygzxdah8gqglwaehxw309aex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0ypzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqvzqqqr4fclkyxsh
• SMB Font
• nostr:naddr1qqv4xatsv4ezqntpwf5k7gzzwfhhg6r9wfejq3n0de6qz8mhwden5te0wfjkccte9emxzmnyv4e8wctjddjhytnxv9kkjmreqgs0sw0mvu29nznjx0gfm02z47pve9up6ra22ar57xzp47gttjfsjwgrqsqqqa2w0wqpuk

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Git Over Nostr

• NostrSMS
• nostr:naddr1qqyxummnw3e8xmtnqy0hwumn8ghj7un9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jqfrwaehxw309amk7apwwfjkccte9emxzmnyv4e8wctjddjhytnxv9kkjmreqyj8wumn8ghj7urpd9jzuun9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jqg5waehxw309aex2mrp0yhxgctdw4eju6t0qyxhwumn8ghj7mn0wvhxcmmvqgs0sw0mvu29nznjx0gfm02z47pve9up6ra22ar57xzp47gttjfsjwgrqsqqqaueqp0epk
• nip51backup
• nostr:naddr1qq9ku6tsx5ckyctrdd6hqqglwaehxw309aex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0yqjxamnwvaz7tmhda6zuun9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jqfywaehxw309acxz6ty9eex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0yq3gamnwvaz7tmjv4kxz7fwv3sk6atn9e5k7qgdwaehxw309ahx7uewd3hkcq3qlqulkec5tx98yv7snk759tuzejtcr5865468fuvyrtuskhynpyusxpqqqpmej4gtqs6
• bukkitstr
• nostr:naddr1qqykyattdd5hgum5wgq37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gpydmhxue69uhhwmm59eex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0yqjgamnwvaz7tmsv95kgtnjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gpz3mhxue69uhhyetvv9ujuerpd46hxtnfduqs6amnwvaz7tmwdaejumr0dspzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqvzqqqrhnyf6g0n2

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Market Places

Please use Nostr Market or somthing simular, to view.

• VFStore
• nostr:naddr1qqjx2v34xe3kxvpn95cnqven956rwvpc95unscn9943kxet98q6nxde58p3ryqglwaehxw309aex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0yqjvamnwvaz7tmgv9mx2m3wweskuer9wfmkzuntv4ezuenpd45kc7f0da6hgcn00qqjgamnwvaz7tmsv95kgtnjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gpydmhxue69uhhwmm59eex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0ypzqeqk78n93wsq6sss0vz6mxl5shr7ge5cy9lqcx0smshpyh0r4uxsqvzqqqr4gvlfm7gu

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Badges

Created

• paidrelayvf
• nostr:naddr1qq9hqctfv3ex2mrp09mxvqglwaehxw309aex2mrp0yh8vctwv3jhyampwf4k2u3wvesk66tv0ypzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqvzqqqr48y85v3u3
• iPow
• nostr:naddr1qqzxj5r02uq37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gzyrurn7m8z3vc5u3n6zwm6s40stxf0qwsl2jhga83ssd0jz6ujvynjqcyqqq82wgg02u0r
• codmaster
• nostr:naddr1qqykxmmyd4shxar9wgq37amnwvaz7tmjv4kxz7fwweskuer9wfmkzuntv4ezuenpd45kc7gzyrurn7m8z3vc5u3n6zwm6s40stxf0qwsl2jhga83ssd0jz6ujvynjqcyqqq82wgk3gm4g
• iMine
• nostr:naddr1qqzkjntfdejsz8mhwden5te0wfjkccte9emxzmnyv4e8wctjddjhytnxv9kkjmreqgs0sw0mvu29nznjx0gfm02z47pve9up6ra22ar57xzp47gttjfsjwgrqsqqqafed5s4x5

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Clients I Use

• Amethyst
• nostr:naddr1qqxnzd3cx5urqv3nxymngdphqgsyvrp9u6p0mfur9dfdru3d853tx9mdjuhkphxuxgfwmryja7zsvhqrqsqqql8kavfpw3
• noStrudel
• nostr:naddr1qqxnzd3cxccrvd34xser2dpkqy28wumn8ghj7un9d3shjtnyv9kh2uewd9hsygpxdq27pjfppharynrvhg6h8v2taeya5ssf49zkl9yyu5gxe4qg55psgqqq0nmq5mza9n
• nostrsms
• nostr:naddr1qq9rzdejxcunxde4xymqz8mhwden5te0wfjkccte9emxzmnyv4e8wctjddjhytnxv9kkjmreqgsfhcdcx9fy3m4jp7we4vn305t4pe8jwjy74v062vwk08dd6dxzlrgrqsqqql8kjn33qm

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Lists

• Fediverse
  • nostr:naddr1qvzqqqr4xqpzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqys8wumn8ghj7un9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jtcqp9rx2erfwejhyum9j4g0xh
• AI
  • nostr:naddr1qvzqqqr4xypzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqys8wumn8ghj7un9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jtcqqfq5j65twn7
• Asterisk Shenanigans
  • nostr:naddr1qvzqqqr4xypzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqys8wumn8ghj7un9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jtcqz3qhxar9wf5hx6eq2d5x2mnpde5kwctwwvaxjuzz
• Minecraft Videos
  • nostr:naddr1qvzqqqr4xypzp7peldn3gkv2wgeap8dag2hc9nyhs8g04ft5wnccgxhepdwfxzfeqys8wumn8ghj7un9d3shjtnkv9hxgetjwashy6m9wghxvctdd9k8jtcqzpxkjmn9vdexzen5yptxjer9daesqrd8jk

@ 4857600b:30b502f4

At this point, we should be arresting, not firing, any FBI employee who delays, destroys, or withholds information on the Epstein case. There is ZERO explanation I will accept for redacting anything for “national security” reasons. A lot of Trump supporters are losing patience with Pam Bondi. I will give her the benefit of the doubt for now since the corruption within the whole security/intelligence apparatus of our country runs deep. However, let’s not forget that probably Trump’s biggest mistakes in his first term involved picking weak and easily corruptible (or blackmailable) officials. It seemed every month a formerly-loyal person did a complete 180 degree turn and did everything they could to screw him over, regardless of the betrayal’s effect on the country or whatever principles that person claimed to have. I think he’s fixed his screening process, but since we’re talking about the FBI, we know they have the power to dig up any dirt or blackmail material available, or just make it up. In the Epstein case, it’s probably better to go after Bondi than give up a treasure trove of blackmail material against the long list of members on his client list.

@ 9e69e420:d12360c2

President Trump plans to withdraw 20,000 U.S. troops from Europe and expects European allies to contribute financially to the remaining military presence. Reported by ANSA, Trump aims to deliver this message to European leaders since taking office. A European diplomat noted, “the costs cannot be borne solely by American taxpayers.”

The Pentagon hasn't commented yet. Trump has previously sought lower troop levels in Europe and had ordered cuts during his first term. The U.S. currently maintains around 65,000 troops in Europe, with total forces reaching 100,000 since the Ukraine invasion. Trump's new approach may shift military focus to the Pacific amid growing concerns about China.

Sauce

@ 4857600b:30b502f4

A new talking point of the left is that it’s no big deal, just simple recording errors for the 20 million people aged 100-360. 🤷‍♀️ And not many of them are collecting benefits anyway. 👌 First of all, the investigation & analysis are in the early stages. How can they possibly know how deep the fraud goes, especially when their leaders are doing everything they can to obstruct any real examination? Second, sure, no worries about only a small number collecting benefits. That’s the ONLY thing social security numbers are used for. 🙄

@ 5d4b6c8d:8a1c1ee3

I was just updating our potential points, now that we know who won MVP, who made All NBA 1st team, and which teams are still alive for the title, and it turns out that no matter who wins the title @gnilma will win this contest.

Congratulations, @gnilma!

This is just further proof that @gnilma is our NBA Guru.

Let me know where you want your 7k in winnings sent.

https://stacker.news/items/988245

@ 09fbf8f3:fa3d60f0

> ### 第三方API合集：

免责申明:

在此推荐的 OpenAI API Key 由第三方代理商提供，所以我们不对 API Key 的 有效性 和 安全性 负责，请你自行承担购买和使用 API Key 的风险。

| 服务商 | 特性说明 | Proxy 代理地址 | 链接 | | --- | --- | --- | --- | | AiHubMix | 使用 OpenAI 企业接口，全站模型价格为官方 86 折（含 GPT-4 ）| https://aihubmix.com/v1 | 官网 | | OpenAI-HK | OpenAI的API官方计费模式为，按每次API请求内容和返回内容tokens长度来定价。每个模型具有不同的计价方式，以每1,000个tokens消耗为单位定价。其中1,000个tokens约为750个英文单词（约400汉字）| https://api.openai-hk.com/ | 官网 | | CloseAI | CloseAI是国内规模最大的商用级OpenAI代理平台，也是国内第一家专业OpenAI中转服务，定位于企业级商用需求，面向企业客户的线上服务提供高质量稳定的官方OpenAI API 中转代理，是百余家企业和多家科研机构的专用合作平台。 | https://api.openai-proxy.org | 官网 | | OpenAI-SB | 需要配合Telegram 获取api key | https://api.openai-sb.com | 官网 |

持续更新。。。

---

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@ 4c48cf05:07f52b80

I believe that five years from now, access to artificial intelligence will be akin to what access to the Internet represents today. It will be the greatest differentiator between the haves and have nots. Unequal access to artificial intelligence will exacerbate societal inequalities and limit opportunities for those without access to it.

Back in April, the AI Index Steering Committee at the Institute for Human-Centered AI from Stanford University released The AI Index 2024 Annual Report.

Out of the extensive report (502 pages), I chose to focus on the chapter dedicated to Public Opinion. People involved with AI live in a bubble. We all know and understand AI and therefore assume that everyone else does. But, is that really the case once you step out of your regular circles in Seattle or Silicon Valley and hit Main Street?

Two thirds of global respondents have a good understanding of what AI is

The exact number is 67%. My gut feeling is that this number is way too high to be realistic. At the same time, 63% of respondents are aware of ChatGPT so maybe people are confounding AI with ChatGPT?

If so, there is so much more that they won't see coming.

This number is important because you need to see every other questions and response of the survey through the lens of a respondent who believes to have a good understanding of what AI is.

A majority are nervous about AI products and services

52% of global respondents are nervous about products and services that use AI. Leading the pack are Australians at 69% and the least worried are Japanise at 23%. U.S.A. is up there at the top at 63%.

Japan is truly an outlier, with most countries moving between 40% and 60%.

Personal data is the clear victim

Exaclty half of the respondents believe that AI companies will protect their personal data. And the other half believes they won't.

Expected benefits

Again a majority of people (57%) think that it will change how they do their jobs. As for impact on your life, top hitters are getting things done faster (54%) and more entertainment options (51%).

The last one is a head scratcher for me. Are people looking forward to AI generated movies?

Concerns

Remember the 57% that thought that AI will change how they do their jobs? Well, it looks like 37% of them expect to lose it. Whether or not this is what will happen, that is a very high number of people who have a direct incentive to oppose AI.

Other key concerns include:

• Misuse for nefarious purposes: 49%
• Violation of citizens' privacy: 45%

Conclusion

This is the first time I come across this report and I wil make sure to follow future annual reports to see how these trends evolve.

Overall, people are worried about AI. There are many things that could go wrong and people perceive that both jobs and privacy are on the line.

---

Full citation: Nestor Maslej, Loredana Fattorini, Raymond Perrault, Vanessa Parli, Anka Reuel, Erik Brynjolfsson, John Etchemendy, Katrina Ligett, Terah Lyons, James Manyika, Juan Carlos Niebles, Yoav Shoham, Russell Wald, and Jack Clark, “The AI Index 2024 Annual Report,” AI Index Steering Committee, Institute for Human-Centered AI, Stanford University, Stanford, CA, April 2024.

The AI Index 2024 Annual Report by Stanford University is licensed under Attribution-NoDerivatives 4.0 International.

@ 0c65eba8:4a08ef9a

Why This Matters and Why You're Worth It

You are not here by accident. You are here because a part of you knows you were meant for something more. Not just fleeting romance. Not just swipes, dates, and dead ends. But real, enduring marriages rooted in strength, beauty, reciprocity, and trust. One that leads to family, legacy, and love that doesn’t dissolve with time but deepens.

And yet, you’re being asked to do something that most women in history were never asked to do: choose your husband alone. That’s an incredible opportunity, but also a staggering risk. Choose well, and you build a joyful, secure life. Choose poorly, and the consequences can be devastating: emotional abuse, financial collapse, custody battles, long-term loneliness, or worse, a family without protection.

For centuries, women were guided. Communities, elders, and traditions helped narrow the field. Your tribe protected you. Your father filtered. Your aunties advised. They knew that mating is not merely emotional, it is economic, genetic, spiritual, and civilizational.

Today, most of those supports are gone. So now you must become the tribe. You must take responsibility for choosing wisely, and you must prepare yourself to be chosen by a man of wisdom, strength, and vision.

That’s why what follows is not emotional. It’s not romantic. It’s not easy. It is logical, operational, even harsh at times. Because lasting romance is earned by discipline. Because the real joy comes after the good decision is made. This document is your map, not to perfection, but to readiness.

This isn’t just about finding happiness. It’s about avoiding destruction. I’ve coached women for decades. I’ve seen the radiant peace of women who chose well, and the lifelong regret of those who didn’t. This isn’t theory. This is battlefield-tested. You may not like everything you read, but if you ignore it, you risk everything.

If you feel resistance, offense, or shame as you read, pause. That’s your signal. It’s not an attack. It’s a mirror. Let it reveal what still needs work. Avoid the temptation to point at men. This isn’t about men. This is about you. What you can control. What you can correct. What you can become.

Marriage is not a reward for love. It is a role. Wife. Mother. These are roles of the highest stakes, and therefore the highest standards. Standards you are capable of meeting.

This guide is written with love, not judgment. With concern, not control. It’s what every wise advisor, mentor, or coach who’s helped women into happy marriages would tell you. You’re not alone. But you are responsible.

Read with humility. Audit with courage. Plan with clarity. Change with resolve.

Natural Law Audit and Prescriptive Protocol for Female Readiness for Marriage-Intentional Courtship

Premise: From first principles of evolutionary necessity, behavioral causality, and the operational grammar of reciprocity, readiness for courtship with the intent of long-term pair bonding (marriage) is a function of a woman’s demonstrated ability to perform, signal, and sustain reciprocal value exchange over the duration of the male provisioning cycle. Courtship is a pre-contractual test of such capacity. This document synthesizes an evaluative and prescriptive audit for determining and restoring such readiness.

Meta-Readiness Considerations

I. Life Outcome Clarity and Expectation Calibration

Premise: A woman must understand what outcomes she genuinely seeks from life, maternal, relational, vocational, spiritual, or aesthetic, before selecting a mate. Courtship is a selection process for shared long-term production.

Natural Law Insight: Female wants are expansive and intertemporally unstable. Realism in selecting a partner requires narrowing aspirations to those outcomes reciprocally supportable by a male’s provisioning capacity. Misalignment between life design and mate capability produces disillusionment and conflict.

Recommendations:

1. Conduct a “Life Outcome Audit” to articulate non-negotiables vs. preferences.

2. Match aspirations (children, homemaking, lifestyle, location, work-life balance) to realistic provisioning tiers.

3. Recognize that hyperagency (excessive standards) without equivalent demonstrated value violates reciprocity.

4. Document target lifestyle and review against potential partner’s trajectory during vetting.

Conclusion: Selection must follow vision. A woman who does not know what she wants cannot choose a man who can build it with her.

II. Embedding in Normative Male-Led Communities

Premise: Participating in a structured, ethically-aligned male-led social network dramatically reduces pair-bonding risk and increases quality of mate options.

Natural Law Insight: Communities that enforce sexual modesty, honor reputation, and reward prosocial male leadership mirror Natural Law principles, even if expressed culturally or religiously. These environments serve as distributed vetting and enforcement systems.

Recommendations:

1. Seek participation in conservative religious congregations, traditional civic groups, or equivalent.

2. Avoid transient, libertine, or hyper-individualist networks that degrade accountability.

3. Use community gatekeepers as filters, eligible men will be known, observed, and reputation-bound.

4. Treat integration in such a network as a protective feature and quality signal, not a limitation.

Conclusion: Community is a vector of protection and opportunity. Women embedded in moral-order networks access both higher quality males and functional support for long-term bonding.

I. PHYSICAL FITNESS AND PRESENTATION

Functional Purpose: A woman’s physical presentation is not merely aesthetic, it is informational. It signals fertility, vitality, health, discipline, and self-respect. These traits are instinctively interpreted by men as indicators of long-term reproductive potential and cooperative stability. Sustained male interest begins with visible cues of youth and wellness, but is maintained by consistency in feminine self-maintenance. Being attractive is not about glamour; it is about broadcasting readiness for life partnership.

Operational Criteria:

• Body Composition: WHR 0.7 ± 0.05, BMI 18.5–24.9.

• Grooming: Routine hygiene, maintained hair, nails, skin.

• Attire: Modest-congruent, form-accentuating without provocation.

• Posture: Upright, balanced gait, open body language.

• Non-Verbal Signaling: Frequent smiling, consistent eye contact.

Disqualifiers:

• Obesity, slovenliness, odor, posture collapse, erratic non-verbal cues.

Disqualifier Correction Protocol:

• Minimum Standard: Restore BMI and WHR to target range, posture correction, grooming compliance.

• Action Steps:

• Daily calorie-controlled nutrition plan (90–120 days to compliance).

• 4x/week resistance/postural training.

• Monthly wardrobe and grooming audit.

• Mirror practice of expressiveness and gait.

Distinction: Short-term aesthetic changes do not replace sustained behavioral fitness.

II. PSYCHOLOGICAL MATURITY AND EMOTIONAL REGULATION

Functional Purpose: Emotional stability is not optional for pair bonding, it is foundational. A woman who cannot manage her internal state reliably becomes a source of constant stress for her partner, degrading his ability to provide, protect, and lead. Men bond most deeply with women who are consistent, safe, and affirming, not volatile or draining. Maturity means knowing how to pause, self-regulate, and respond thoughtfully rather than impulsively.

Operational Criteria:

• Self-awareness, stable mood regulation, behavioral consistency.

• Absence of excessive neuroticism, emotional impulsivity, passive aggression.

Disqualifiers:

• Excessive neuroticism, emotional impulsivity, public displays of instability, passive aggression.

Disqualifier Correction Protocol:

• Minimum Standard: Self-narrative coherence, routine maintenance, calm conflict responses.

• Action Steps:

• 30-day emotional trigger journaling.

• Daily stoic self-inquiry and reframing.

• 90-day blackout on reactive digital communication.

• Implement and maintain consistent wake/sleep rituals.

• Avoid all stimulants.

Distinction: Restraint under pressure must be structural, not performative.

III. COGNITIVE AND COMMUNICATION SKILLS

Functional Purpose: Communication is the method by which needs, boundaries, plans, and responsibilities are negotiated in a family. A woman must be able to communicate her emotional and logistical realities without blame, manipulation, or avoidance. Equally, she must interpret and respect male communication styles and incentives. High-agency men require cooperative, reasoned conversation, not passive-aggressive signaling or emotional coercion.

Operational Criteria:

• Rational dialogue, introspective clarity, emotional literacy.

• Absence of GSRRM (Gossip, Shaming, Ridicule, Rallying, Moralizing).

Disqualifiers:

• Use of GSRRM tactics (Gossip, Shaming, Ridicule, Rallying, Moralizing), evasion, blame-shifting.

Disqualifier Correction Protocol:

• Minimum Standard: Reasoned expression of internal states; dialectical discipline.

• Action Steps:

• Daily dialectic journaling (4-week review).

• Replace projection/blame with inquiry scripting.

• Weekly event narrative with personal responsibility.

• Quarterly communication training.

• Read Become Immune to Manipulation: How They Are Manipulating You (And How to Resist It) by Noah Revoy.

Distinction: Pleasantry and silence differ from communicative reciprocity.

IV. SOCIAL AND COOPERATIVE COMPETENCE

Functional Purpose: Marriage is not an isolated bond, it is embedded in a broader network of families, communities, and social systems. A woman must be able to adapt fluidly to cooperative roles, shifting from girlfriend to wife to mother without resisting the demands of each. Her ability to function harmoniously in social settings, defer to appropriate leadership, and support group cohesion is a strong indicator of her long-term fitness.

Operational Criteria:

• Conflict de-escalation, status modesty, role fluidity.

• Absence of contempt, manipulation, sabotage.

Disqualifiers:

• Misapplied contempt (directed at good-faith men or authority), sabotage of cooperative efforts, status-seeking via sexual leverage, or acts of public emasculation.

Disqualifier Correction Protocol:

• Minimum Standard: Predictable, low-disruption group participation.

• Action Steps:

• Weekly feedback log on public interactions.

• Acts of service in mixed-gender settings.

• Non-romantic emulation of maternal/wifely behaviors.

• Quarterly behavioral reviews with mentors or peers.

Distinction: Performative compliance without habituation is void.

V. DOMESTIC, ECONOMIC, AND LIFE-MANAGEMENT SKILLS

Functional Purpose: A stable household requires competence. Budgeting, scheduling, nutrition, and conflict resolution are not luxuries, they are the minimum viable functions of adult partnership. A woman who cannot manage herself will become a burden rather than a support. Readiness for marriage begins with self-sufficiency and extends into shared efficiency.

Operational Criteria:

• Budgeting, scheduling, self-care, dietary planning.

• Absence of chaos, compulsive consumption, disorganization.

Disqualifiers:

• Disorganized space, calendar chaos, debt, compulsive shopping, food delivery dependency.

Disqualifier Correction Protocol:

• Minimum Standard: Domestic order, fiscal responsibility, time-discipline.

• Action Steps:

• 30-day meal planning and budget logging.

• Daily scheduling log with deviation analysis.

• Audit digital purchases and reduce reliance on delivery.

• 14-day abstention from sugar, caffeine.

Distinction: Delegation without demonstrated competence is invalid.

VI. ATTITUDES AND WORLDVIEW ALIGNMENT

Functional Purpose: Every relationship is governed by implicit contracts. A woman’s worldview, what she believes about men, family, and authority, determines how she will perform in a marriage. If she views cooperation as oppression or expects benefits without contribution, she will destroy rather than build. Internal alignment with reciprocal duty and family structure is a non-negotiable foundation.

Operational Criteria:

• Anti-entitlement, feminine aspiration, hierarchical acceptance.

• Absence of adversarial ideology or egalitarian contractarianism.

Disqualifiers:

• Egalitarian contractarianism, careerism as identity, adversarial gender worldview.

Disqualifier Correction Protocol:

• Minimum Standard: Adoption of reciprocal family economy worldview.

• Action Steps:

• Weekly entitlement vs obligation journaling.

• Daily voluntary submission (non-critical contexts).

• Narrative scripting using duty-driven framing.

• Filter digital input to remove adversarial gender content.

Distinction: Ideological mimicry does not equal behavioral conversion.

VII. RISK PROFILE AND PAST BEHAVIOR

Functional Purpose: Past behavior is the strongest predictor of future conduct. A woman’s sexual, relational, and reputational history provides data on her loyalty, judgment, and risk to a man’s legacy. Men who are serious about marriage must screen for long-term predictability, not just short-term chemistry. Women who ignore their own histories are not protecting their futures.

Operational Criteria:

• Modest sexual history, loyalty trend, third-party validation.

• Absence of casual sex, serial monogamy, public instability.

Disqualifiers:

• History of casual sex, serial monogamy, divorce, paternity ambiguity, public drama.

Disqualifier Correction Protocol:

• Minimum Standard: Transparent discontinuity with past disqualifiers.

• Action Steps:

• Public accounting of relationship past with responsibility acceptance.

• Minimum 12-month monogamy/celibacy with logs.

• Elimination of overt sexual signaling across all platforms.

• Third-party testimonial verification.

Distinction: Claims of transformation without time-bound behavior are void.

Phased Rehabilitation Timeline for Readiness Restoration

Phase 1: Stabilization (Months 1–3)

• Priority: Risk profile correction, emotional regulation, lifestyle order.

• Focus: Sexual abstinence, emotional journaling, sleep/nutrition discipline.

Phase 2: Skill-Building (Months 4–6)

• Priority: Domestic, communicative, and cognitive skills.

• Focus: Meal budgeting, dialectical journaling, social role practice.

Phase 3: Social Re-Integration (Months 7–9)

• Priority: Cooperative group behavior and worldview realignment.

• Focus: Status modesty, deference rituals, ideological detox.

Phase 4: Courtship Re-Entry (Months 10–12)

• Priority: Testifiability under male scrutiny, courtship conduct.

• Focus: Third-party vetting system, courtship standards, mate discernment.

VIII. COURTSHIP ENTRY AND MALE VETTING PROTOCOL

Functional Purpose: The purpose of structured courtship and male vetting is to shift mate selection from emotionally reactive behavior to long-term rational strategy. Most modern women are tasked with a role their ancestors never bore alone: selecting a lifelong partner without the protective oversight of tribe, father, or community. This exposes them to profound risk, emotional, financial, sexual, and familial. Vetting is not a lack of faith in love, it is the discipline that makes real love sustainable.

By externalizing judgment to trusted men or professionals, a woman guards herself against the distortions of courtship neurochemistry (oxytocin, dopamine) and social pressure. More importantly, it signals to high-quality men that she values her future family enough to be discerning, and that she respects male judgment and leadership. Just as no wise man commits to a woman without proof of her virtue, no wise woman should commit to a man without proof of his character, stability, and alignment.

Vetting protects not only her body and emotions, but her legacy, and the children who will bear its consequences.

Operational Requirements:

• Demonstrated sobriety from hormonal and emotional bias.

• Third-party male oversight in mate evaluation.

Action Steps:

1. Triadic Vetting Structure: Enlist a minimum of two elder males (father, uncle, mentor) who:

2. Are happily married 10+ years.

3. Possess demonstrated judgment and ethical stability.

4. Have no romantic or competitive incentive to deceive.

5. Professional Support: If elder males are unavailable, retain a professional (licensed counselor, coach) with contractual duty of candor and no financial conflict of interest.

6. Vetting Sessions: All prospective partners undergo:

7. Disclosure-based interviews with vetting males.

8. Verification of sexual, financial, legal, and familial history.

9. Compatibility interrogation (religion, children, discipline, division of labor).

10. Hormonal Delay Protocol: Minimum 60-day abstention from physical intimacy until vetting phase is complete.

11. Documented Criteria: Maintain a checklist of reciprocal standards the male must meet (providing ability, decision-making, loyalty pattern, worldview alignment).

Rationale: Women under the influence of courtship neurochemicals (oxytocin, dopamine, serotonin) are neurologically biased toward over-valuation of male partners. This distortion is adaptive post-bonding but maladaptive pre-selection. Vetting externalizes judgment to disinterested, higher-agency observers.

Note for Both Sexes:

While this document serves women, the male counterpart should be studied concurrently. Understanding reciprocal obligations fosters selection integrity and eliminates false expectations. No woman should expect to secure a high-agency male without mirroring his investment in functional excellence, and vice versa.

Conclusion to Audit:

Readiness for marriage is a matter of demonstrated, reciprocal, operational fitness—not sentiment, rhetoric, or intention. This audit functions as both diagnostic and prescriptive framework. Each category of deficiency includes explicit steps for behavioral restitution. The phased timeline and courtship protocol ensure that no woman attempts entry into high-agency courtship without functional repair and reciprocal discernment. A woman prepared for marriage does not merely seek to be chosen; she earns rational preference by manifesting continuous, falsifiable, reciprocal value.

Final Word: You've Got This

You made it. That alone sets you apart. Most never read past the first page of what challenges them.

Now what?

If you identified areas where you fall short, good. That means the audit is working. Don’t stop there. Make a plan. Tackle one area at a time. Track progress. Be honest. Be relentless. And if you get stuck, ask. Ask someone older. Someone stable. Someone who has walked this path. Ask a happily married woman with children. Or invest in a professional who can guide you.

You were not meant to do this alone, but you are responsible for doing it honestly.

This path is hard. But so is being alone. So is pretending. So is chasing dreams built on fantasy instead of reality.

The woman who builds herself is the woman who builds a family. And the woman who builds a family, builds a civilization.

You’re not just choosing a man. You’re choosing a future.

Make it one worth living.

Common Objections, Honest Answers

“I don’t know any men worth putting that much effort in for.” That’s not because they don’t exist, it’s because the kind of man you’re looking for doesn’t advertise himself in chaos. High-value men are selective. They move in ordered circles, and they protect what they’ve built from anyone who might destabilize it. You won’t find them until you’ve become the kind of woman who belongs in that world.

“I don’t match several of these criteria and I still get plenty of attention from men.” There’s a difference between attention and intention. If you were attracting men who want to marry you, you’d be married. Being desired for casual access is not a sign of value, it’s often a sign of availability. Learn to tell the difference.

“Real men shouldn’t care about looks or checklists like this.” Real men care about what your appearance and habits say about your discipline, health, and self-respect. They’re not looking for shallow beauty, they’re looking for signs of stability and readiness. Being attractive is not about cosmetics. It’s about coherence. If you expect a man to invest everything in you, it’s fair that he checks the foundation.

“It’s judgmental, misogynistic, or unkind to talk about women like this.” Judging is what humans do. You’re judging this article right now. We all judge, because judgment is how we protect ourselves. Men who don’t know you can’t love you yet, they must judge first. Once they trust you, then love grows. This isn’t cruelty. It’s the path to safety.

“This is the most autistic, robotic thing I’ve ever read.” It might feel clinical. But the problems it addresses are deadly serious. Your feelings matter, but they won’t save your future. Logic is here to protect what feelings often ruin. There’s room for emotion, after the right foundation is laid.

“No man puts this much effort into judging women.” Some don’t. But you don’t want those men. Low-effort men are often desperate, flawed, or hiding their own disqualifiers. The kind of man who has the strength to say ‘no’ to a woman is the same man who can say ‘yes’ with purpose, and keep his promise.

“Shouldn’t love be unconditional?” Love isn’t based on your mood swings, but it is based on your virtue. We fall in love with the goodness in people, not just their personalities. Character inspires devotion. The stronger your character, the stronger and more lasting the love you will inspire.

“If I don’t want to change, shouldn’t someone love me as I am?” They might, but will they stay? You can love someone and still walk away if the cost is too high. Change isn’t about earning love, it’s about keeping it. Becoming better for yourself is the first act of love. Everything else flows from that.

“Why should I change just to get a man?” You shouldn’t. You should change to become your best self, healthier, stronger, more peaceful. That version of you will not only attract the right man, but she’ll enjoy her life more. Becoming marriageable is a side effect of becoming excellent. Do it for you. The right man will just be the reward.

@ c9badfea:610f861a

Before you post a message or article online, let the LLM check if you are leaking any personal information using this prompt:

Analyze the following text to identify any Personally Identifiable Information (PII): <Your Message>

Replace <Your Message> with your text

If no PII is found, continue by modifying your message to detach it from your personality. You can use any of the following prompts (and further modify it if necessary).

Prompt № 1 - Reddit-Style

Convert the message into a casual, Reddit-style post without losing meaning. Split the message into shorter statements with the same overall meaning. Here is the message: <Your Message>

Prompt № 2 - Advanced Modifications

``` Apply the following modifications to the message: - Rewrite it in lowercase - Use "u" instead of "you" - Use "akchoaly" instead of "actually" - Use "hav" instead of "have" - Use "tgat" instead of "that" - Use comma instead of period - Use British English grammar

Here is the message: ```

Prompt № 3 - Neutral Tone

Rewrite the message to correct grammar errors, and ensure the tone is neutral and free of emotional language: <Your Message>

Prompt № 4 - Cross Translation Technique

Translate the message into Chinese, then translate the resulting Chinese text back into English. Provide only the final English translation. Here is the message: <Your Message>

Check the modified message and send it.

ℹ️ You can use dialects to obfuscate your language further. For example, if you are from the US, you can tell the LLM to use British grammar and vice versa.

⚠️ Always verify the results. Don't fully trust an LLM.

@ f9cf4e94:96abc355

Scuttlebutt foi iniciado em maio de 2014 por Dominic Tarr ( dominictarr ) como uma rede social alternativa off-line, primeiro para convidados, que permite aos usuários obter controle total de seus dados e privacidade. Secure Scuttlebutt (ssb) foi lançado pouco depois, o que coloca a privacidade em primeiro plano com mais recursos de criptografia.

Se você está se perguntando de onde diabos veio o nome Scuttlebutt:

Este termo do século 19 para uma fofoca vem do Scuttlebutt náutico: “um barril de água mantido no convés, com um buraco para uma xícara”. A gíria náutica vai desde o hábito dos marinheiros de se reunir pelo boato até a fofoca, semelhante à fofoca do bebedouro.

Marinheiros se reunindo em torno da rixa. ( fonte )

Dominic descobriu o termo boato em um artigo de pesquisa que leu.

Em sistemas distribuídos, fofocar é um processo de retransmissão de mensagens ponto a ponto; as mensagens são disseminadas de forma análoga ao “boca a boca”.

Secure Scuttlebutt é um banco de dados de feeds imutáveis apenas para acréscimos, otimizado para replicação eficiente para protocolos ponto a ponto. Cada usuário tem um log imutável somente para acréscimos no qual eles podem gravar. Eles gravam no log assinando mensagens com sua chave privada. Pense em um feed de usuário como seu próprio diário de bordo, como um diário de bordo (ou diário do capitão para os fãs de Star Trek), onde eles são os únicos autorizados a escrever nele, mas têm a capacidade de permitir que outros amigos ou colegas leiam ao seu diário de bordo, se assim o desejarem.

Cada mensagem possui um número de sequência e a mensagem também deve fazer referência à mensagem anterior por seu ID. O ID é um hash da mensagem e da assinatura. A estrutura de dados é semelhante à de uma lista vinculada. É essencialmente um log somente de acréscimo de JSON assinado. Cada item adicionado a um log do usuário é chamado de mensagem.

Os logs do usuário são conhecidos como feed e um usuário pode seguir os feeds de outros usuários para receber suas atualizações. Cada usuário é responsável por armazenar seu próprio feed. Quando Alice assina o feed de Bob, Bob baixa o log de feed de Alice. Bob pode verificar se o registro do feed realmente pertence a Alice verificando as assinaturas. Bob pode verificar as assinaturas usando a chave pública de Alice.

Estrutura de alto nível de um feed

Pubs são servidores de retransmissão conhecidos como “super peers”. Pubs conectam usuários usuários e atualizações de fofocas a outros usuários conectados ao Pub. Um Pub é análogo a um pub da vida real, onde as pessoas vão para se encontrar e se socializar. Para ingressar em um Pub, o usuário deve ser convidado primeiro. Um usuário pode solicitar um código de convite de um Pub; o Pub simplesmente gerará um novo código de convite, mas alguns Pubs podem exigir verificação adicional na forma de verificação de e-mail ou, com alguns Pubs, você deve pedir um código em um fórum público ou chat. Pubs também podem mapear aliases de usuário, como e-mails ou nome de usuário, para IDs de chave pública para facilitar os pares de referência.

Depois que o Pub enviar o código de convite ao usuário, o usuário resgatará o código, o que significa que o Pub seguirá o usuário, o que permite que o usuário veja as mensagens postadas por outros membros do Pub, bem como as mensagens de retransmissão do Pub pelo usuário a outros membros do Pub.

Além de retransmitir mensagens entre pares, os Pubs também podem armazenar as mensagens. Se Alice estiver offline e Bob transmitir atualizações de feed, Alice perderá a atualização. Se Alice ficar online, mas Bob estiver offline, não haverá como ela buscar o feed de Bob. Mas com um Pub, Alice pode buscar o feed no Pub mesmo se Bob estiver off-line porque o Pub está armazenando as mensagens. Pubs são úteis porque assim que um colega fica online, ele pode sincronizar com o Pub para receber os feeds de seus amigos potencialmente offline.

Um usuário pode, opcionalmente, executar seu próprio servidor Pub e abri-lo ao público ou permitir que apenas seus amigos participem, se assim o desejarem. Eles também podem ingressar em um Pub público. Aqui está uma lista de Pubs públicos em que todos podem participar . Explicaremos como ingressar em um posteriormente neste guia. Uma coisa importante a observar é que o Secure Scuttlebutt em uma rede social somente para convidados significa que você deve ser “puxado” para entrar nos círculos sociais. Se você responder às mensagens, os destinatários não serão notificados, a menos que estejam seguindo você de volta. O objetivo do SSB é criar “ilhas” isoladas de redes pares, ao contrário de uma rede pública onde qualquer pessoa pode enviar mensagens a qualquer pessoa.

Perspectivas dos participantes

Scuttlebot

O software Pub é conhecido como servidor Scuttlebutt (servidor ssb ), mas também é conhecido como “Scuttlebot” e sbotna linha de comando. O servidor SSB adiciona comportamento de rede ao banco de dados Scuttlebutt (SSB). Estaremos usando o Scuttlebot ao longo deste tutorial.

Os logs do usuário são conhecidos como feed e um usuário pode seguir os feeds de outros usuários para receber suas atualizações. Cada usuário é responsável por armazenar seu próprio feed. Quando Alice assina o feed de Bob, Bob baixa o log de feed de Alice. Bob pode verificar se o registro do feed realmente pertence a Alice verificando as assinaturas. Bob pode verificar as assinaturas usando a chave pública de Alice.

Estrutura de alto nível de um feed

Pubs são servidores de retransmissão conhecidos como “super peers”. Pubs conectam usuários usuários e atualizações de fofocas a outros usuários conectados ao Pub. Um Pub é análogo a um pub da vida real, onde as pessoas vão para se encontrar e se socializar. Para ingressar em um Pub, o usuário deve ser convidado primeiro. Um usuário pode solicitar um código de convite de um Pub; o Pub simplesmente gerará um novo código de convite, mas alguns Pubs podem exigir verificação adicional na forma de verificação de e-mail ou, com alguns Pubs, você deve pedir um código em um fórum público ou chat. Pubs também podem mapear aliases de usuário, como e-mails ou nome de usuário, para IDs de chave pública para facilitar os pares de referência.

Depois que o Pub enviar o código de convite ao usuário, o usuário resgatará o código, o que significa que o Pub seguirá o usuário, o que permite que o usuário veja as mensagens postadas por outros membros do Pub, bem como as mensagens de retransmissão do Pub pelo usuário a outros membros do Pub.

Além de retransmitir mensagens entre pares, os Pubs também podem armazenar as mensagens. Se Alice estiver offline e Bob transmitir atualizações de feed, Alice perderá a atualização. Se Alice ficar online, mas Bob estiver offline, não haverá como ela buscar o feed de Bob. Mas com um Pub, Alice pode buscar o feed no Pub mesmo se Bob estiver off-line porque o Pub está armazenando as mensagens. Pubs são úteis porque assim que um colega fica online, ele pode sincronizar com o Pub para receber os feeds de seus amigos potencialmente offline.

Um usuário pode, opcionalmente, executar seu próprio servidor Pub e abri-lo ao público ou permitir que apenas seus amigos participem, se assim o desejarem. Eles também podem ingressar em um Pub público. Aqui está uma lista de Pubs públicos em que todos podem participar . Explicaremos como ingressar em um posteriormente neste guia. Uma coisa importante a observar é que o Secure Scuttlebutt em uma rede social somente para convidados significa que você deve ser “puxado” para entrar nos círculos sociais. Se você responder às mensagens, os destinatários não serão notificados, a menos que estejam seguindo você de volta. O objetivo do SSB é criar “ilhas” isoladas de redes pares, ao contrário de uma rede pública onde qualquer pessoa pode enviar mensagens a qualquer pessoa.

Perspectivas dos participantes

Pubs - Hubs

Pubs públicos

| Pub Name | Operator | Invite Code | | ------------------------------------------------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ | | scuttle.us | @Ryan | scuttle.us:8008:@WqcuCOIpLtXFRw/9vOAQJti8avTZ9vxT9rKrPo8qG6o=.ed25519~/ZUi9Chpl0g1kuWSrmehq2EwMQeV0Pd+8xw8XhWuhLE= | | pub1.upsocial.com | @freedomrules | pub1.upsocial.com:8008:@gjlNF5Cyw3OKZxEoEpsVhT5Xv3HZutVfKBppmu42MkI=.ed25519~lMd6f4nnmBZEZSavAl4uahl+feajLUGqu8s2qdoTLi8= | | Monero Pub | @Denis | xmr-pub.net:8008:@5hTpvduvbDyMLN2IdzDKa7nx7PSem9co3RsOmZoyyCM=.ed25519~vQU+r2HUd6JxPENSinUWdfqrJLlOqXiCbzHoML9iVN4= | | FreeSocial | @Jarland | pub.freesocial.co:8008:@ofYKOy2p9wsaxV73GqgOyh6C6nRGFM5FyciQyxwBd6A=.ed25519~ye9Z808S3KPQsV0MWr1HL0/Sh8boSEwW+ZK+8x85u9w= | | ssb.vpn.net.br | @coffeverton | ssb.vpn.net.br:8008:@ze8nZPcf4sbdULvknEFOCbVZtdp7VRsB95nhNw6/2YQ=.ed25519~D0blTolH3YoTwSAkY5xhNw8jAOjgoNXL/+8ZClzr0io= | | gossip.noisebridge.info | Noisebridge Hackerspace @james.network | gossip.noisebridge.info:8008:@2NANnQVdsoqk0XPiJG2oMZqaEpTeoGrxOHJkLIqs7eY=.ed25519~JWTC6+rPYPW5b5zCion0gqjcJs35h6JKpUrQoAKWgJ4= |

Pubs privados

Você precisará entrar em contato com os proprietários desses bares para receber um convite.

| Pub Name | Operator | Contact | | --------------------------------------------- | ------------------------------------------------------------ | ----------------------------------------------- | | many.butt.nz | @dinosaur | mikey@enspiral.com | | one.butt.nz | @dinosaur | mikey@enspiral.com | | ssb.mikey.nz | @dinosaur | mikey@enspiral.com | | ssb.celehner.com | @cel | cel@celehner.com |

Pubs muito grandes

Aviso: embora tecnicamente funcione usar um convite para esses pubs, você provavelmente se divertirá se o fizer devido ao seu tamanho (muitas coisas para baixar, risco para bots / spammers / idiotas)

| Pub Name | Operator | Invite Code | | --------------------------------------- | ----------------------------------------------- | ------------------------------------------------------------ | | scuttlebutt.de | SolSoCoG | scuttlebutt.de:8008:@yeh/GKxlfhlYXSdgU7CRLxm58GC42za3tDuC4NJld/k=.ed25519~iyaCpZ0co863K9aF+b7j8BnnHfwY65dGeX6Dh2nXs3c= | | Lohn's Pub | @lohn | p.lohn.in:8018:@LohnKVll9HdLI3AndEc4zwGtfdF/J7xC7PW9B/JpI4U=.ed25519~z3m4ttJdI4InHkCtchxTu26kKqOfKk4woBb1TtPeA/s= | | Scuttle Space | @guil-dot | Visit scuttle.space | | SSB PeerNet US-East | timjrobinson | us-east.ssbpeer.net:8008:@sTO03jpVivj65BEAJMhlwtHXsWdLd9fLwyKAT1qAkc0=.ed25519~sXFc5taUA7dpGTJITZVDCRy2A9jmkVttsr107+ufInU= | | Hermies | s | net:hermies.club:8008~shs:uMYDVPuEKftL4SzpRGVyQxLdyPkOiX7njit7+qT/7IQ=:SSB+Room+PSK3TLYC2T86EHQCUHBUHASCASE18JBV24= |

GUI - Interface Gráfica do Utilizador(Usuário)

Patchwork - Uma GUI SSB (Descontinuado)

Patchwork é o aplicativo de mensagens e compartilhamento descentralizado construído em cima do SSB . O protocolo scuttlebutt em si não mantém um conjunto de feeds nos quais um usuário está interessado, então um cliente é necessário para manter uma lista de feeds de pares em que seu respectivo usuário está interessado e seguindo.

Fonte: scuttlebutt.nz

Quando você instala e executa o Patchwork, você só pode ver e se comunicar com seus pares em sua rede local. Para acessar fora de sua LAN, você precisa se conectar a um Pub. Um pub é apenas para convidados e eles retransmitem mensagens entre você e seus pares fora de sua LAN e entre outros Pubs.

Lembre-se de que você precisa seguir alguém para receber mensagens dessa pessoa. Isso reduz o envio de mensagens de spam para os usuários. Os usuários só veem as respostas das pessoas que seguem. Os dados são sincronizados no disco para funcionar offline, mas podem ser sincronizados diretamente com os pares na sua LAN por wi-fi ou bluetooth.

Patchbay - Uma GUI Alternativa

Patchbay é um cliente de fofoca projetado para ser fácil de modificar e estender. Ele usa o mesmo banco de dados que Patchwork e Patchfoo , então você pode facilmente dar uma volta com sua identidade existente.

Planetary - GUI para IOS

Planetary é um app com pubs pré-carregados para facilitar integração.

Manyverse - GUI para Android

Manyverse é um aplicativo de rede social com recursos que você esperaria: posts, curtidas, perfis, mensagens privadas, etc. Mas não está sendo executado na nuvem de propriedade de uma empresa, em vez disso, as postagens de seus amigos e todos os seus dados sociais vivem inteiramente em seu telefone .

Fontes

• https://scuttlebot.io/

• https://decentralized-id.com/decentralized-web/scuttlebot/#plugins

• https://medium.com/@miguelmota/getting-started-with-secure-scuttlebut-e6b7d4c5ecfd

• Secure Scuttlebutt : um protocolo de banco de dados global.

@ 90c656ff:9383fd4e

Since its creation, Bitcoin has marked a turning point in the digital money revolution—but its evolution didn’t stop at the original concept of decentralized transactions. Over the years, new technological solutions have been developed to expand its capabilities, making it more efficient and versatile. Among these innovations, smart contracts and the Lightning Network stand out, enabling increased functionality and scalability of the network, and ensuring a faster, cheaper, and more accessible system.

Smart contracts on Bitcoin

Smart contracts are programs that automatically execute certain actions when predefined conditions are met. Although the concept is more commonly associated with other networks, Bitcoin also supports smart contracts, especially through upgrades like Taproot.

• Smart contracts on Bitcoin enable functionalities such as:

01 - Conditional payments: Transactions that are only completed if certain rules are met, such as multi-signatures or specific time conditions.

02 - Advanced fund management: Use of multi-signature wallets, where different parties must approve a transaction before it is processed.

03 - Enhanced privacy: With the Taproot upgrade, smart contracts can be more efficient and indistinguishable from regular transactions, improving privacy across the network.

Although smart contracts on Bitcoin are simpler than those on other platforms, this simplicity is a strength—it preserves the network's security and robustness by avoiding complex vulnerabilities.

Lightning Network: scalability and instant transactions

One of the biggest challenges Bitcoin faces is scalability. Since the original network was designed to prioritize security and decentralization, transaction speed can be limited during periods of high demand. To address this issue, the Lightning Network was created—a second-layer solution that enables near-instant transactions with extremely low fees.

The Lightning Network works by creating payment channels between users, allowing them to conduct multiple transactions off-chain and recording only the final balance on the main Bitcoin blockchain or timechain. Key advantages include:

01 - Speed: Transactions are completed in milliseconds, making Bitcoin more suitable for daily payments.

02 - Low fees: Since transactions occur off-chain, fees are minimal, allowing for viable microtransactions.

03 - Network decongestion: By moving many transactions to the Lightning Network, Bitcoin’s main chain becomes more efficient and less congested.

In summary, Bitcoin continues to evolve technologically to meet the demands of a global financial system. Smart contracts increase its functionality, offering greater flexibility and security in transactions. The Lightning Network improves scalability, making Bitcoin faster and more practical for everyday use. With these innovations, Bitcoin remains at the forefront of the financial revolution, proving that despite its initial limitations, it continues to adapt and grow as a truly decentralized and global monetary system.

Thank you very much for reading this far. I hope everything is well with you, and sending a big hug from your favorite Bitcoiner maximalist from Madeira. Long live freedom!