*Humans handle judgment. AI handles execution.*
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halalmoney
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Freedom. Justice. #Bitcoin
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*AI does not handle discretion the way humans do. If you phrase an instruction as “use judgment,” “when appropriate,” or “unless necessary,” you are handing the model a gray zone. In gray zones, it will drift. Over time, it will reintroduce exactly the behavior you were attempting to prohibit, usually in the name of clarity, helpfulness, or style.*
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*Most people talk about Bitcoin like gamblers talk about horses*
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*Want to defeat an AI agent hacker? you can't rely on conditional logic alone. you have to introduce something into the equation that AI can't defeat: brute-force physical limitations*
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*Japan is attempting something unprecedented: normalizing monetary policy after 30 years of emergency measures, while simultaneously grappling with massive government debt, a weak currency, persistent inflation, and a political leader who ideologically prefers easy money.
For Western investors, the key points are:
Short term: This week's interest rate hike is largely priced in and shouldn't cause major disruption on its own.
Medium term: Watch the yen. If it strengthens sharply against the dollar, new carry trade unwinds could put pressure on risk assets once again.
Long term: Japan's fiscal situation (high debt + rising interest rates + fiscal expansion) is a slow-moving structural risk that could eventually become very important.*

Stacker News
Japan signals the end of an era – understand why. \ stacker news
Japan's Central Bank to Sell $534 Billion in Local Stocks and Raise Interest Rates to Highest Level Since 1995 All this while 10-Year Bond Yields H...
Fascinating!
*Old revolutions were based on access to physical power because information was so easy to control. This is the 1st time the major battle front is over control of information, so it feels completely different and doesn’t fit the recognizable cycle theory of previous turnings.*
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*The market prices in the apocalypse for Bitcoin while giving investment-grade ratings to companies one bad quarter from chapter 11*
@AdamBLiv, x.com
*Despite the decline, affordability challenges persist. Londoners need to earn more than £76,000 annually to afford average private rent in the capital, while the median London salary stands between £44,000 and £47,000*
https://www.perplexity.ai/page/london-apartment-prices-fall-2-OVZUAl6zRqGIjg5l.TIyhQ
*Love is the art of living with the whole field — the flowers and the mud, the beauty and the irritations — and finding that the imperfections are not obstacles but part of the texture of intimacy.
Maybe your “statue crumbling” metaphor can be reframed as the collapse of fantasy into the more astonishing reality of another person.*
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*The long game is going to be a fiscal riot, and bitcoin is the tactical gear*
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*Kings don't typically want to be emperors - their job is to protect the people from the deprivations of the oligarchs - but the oligarchs force empire on the king*
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*only death is free, and that costs life*
(Ditto has a one-click translate option.)
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*...like any open-source project, the development winds up being sort of "anarcho-communist" in practice. We all get together, "do as each according to our ability", and arrive at a consensus on decisions. Nobody "owns" this. It's Zucotti Park in cyberspace.
Bitcoin _itself_ on the other hand is the most real manifestation of an anarcho-capitalist economic system that was ever invented.
Bitcoiners who don't understand this dialectic wind up getting forced into this sort of "siege mentality", who's going to "win?" idea.*
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*People get frustrated at the slow speed, but stable nations don't have rapidly-changing politics. That is what makes them stable.
It's also taking politicians and voters a long time to understand what is going on around them. Everything changes so fast. So, voters make mistakes that look stupid, in hindsight, but they eventually self-correct.*
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Google DeepMind and the UK govt have just signed a partnership w/ 3 pillars:
1. transforming public services
2. accelerating scientific discovery
3. advancing AI security & resilience
Concrete bits that matter:
- a Gemini model trained on the UK national curriculum to support teachers & students
- priority access for UK scientists to tools like AI Coscientist, AlphaEvolve, AlphaGenome & WeatherNext
- AI projects with the govt. to modernise public services
BUT the materials lab is possibly the MOST exciting bit: a fully automated facility, integrated with Gemini, using robotics to synthesise & characterise hundreds of materials per day.
Imagine what AI + robot lab team searching for new superconductors, better solar materials, more efficient semiconductors could mean for the UK.
Source: x, @jujulemons
*The Pattern Replicator
To quote Richard Campbell: "Computers are amplifiers."
So let's be clear:
AI doesn’t improve your system. It continues it.
If the pattern is clean, it scales clarity.
If the pattern is broken, it scales dysfunction—beautifully formatted, semantically named dysfunction.
That’s the danger.
It replicates everything:
Inline functions that should be services
Defensive props on components that should be deleted
Patterns you meant to fix later, now baked into every new line
And it does it without resistance.
Because the code looks right.
No red flags. No typos.
Just subtle misfits stacking on top of each other until you’re buried in clean, wrong logic.
You used to feel it—used to wrestle with the system.
Now the system slides forward like it’s on rails.
And if you're not paying attention, it takes you somewhere you never meant to go.*
The Vibe Coding Paradox - DEV Community 

DEV Community
The Vibe Coding Paradox
My last PR for Nudges was +96 −312, touched 38 files, and was about 90% vibe coded. And I’m confident...
*now it's trivially easy to do the “good enough” thing.
It offers clean names, smart guards, reusable patterns.
The five-minute path looks like the two-hour path—until you zoom out.
That’s the danger.
You stop noticing you’re doing triage.
Because the bandages look like real skin.*
The Vibe Coding Paradox - DEV Community 

DEV Community
The Vibe Coding Paradox
My last PR for Nudges was +96 −312, touched 38 files, and was about 90% vibe coded. And I’m confident...
*Rate of net migration is downstream of broken money, both home and abroad, that's why it's a top political issue and natsec is refocusing hemispherially so that we have stable neighbors...
A country is the people that live in it, and high trust countries have homogeneous base layers.
Security is arguably the one thing the state should do, so unfettered net migration is a sign of abdication, eroding trust further, resources then become strained by inefficient growth, eroding trust further... it's all cascading.
The dollar being the world reserve currency, and the resultant financialization influencing policy, was the disease. Everything else is a symptom.*

Stacker News
Are we (in the US) in a low trust society or just transitioning from high trust? \ stacker news
I think it's clear the US has been a high trust society. But, is this no longer the case? How did we get here? How does bitcoin help? Does it fix t...