father-abraham.eth retweeted
⚡️Imagine a company getting hit with a $50 million lawsuit.
Before its lawyers even schedule the first meeting, an AI has examined the complaint, reviewed the evidence, identified the decisive precedents, drafted a defense and calculated the likely settlement.
The law firm hasn’t billed its first hour. The work it would have charged millions to perform is already done.
Now imagine that capability available to everyone at negligible cost.
The billable hour begins losing its economic justification.
Law firms shrink. Corporate legal departments contract. Routine disputes settle before reaching trial. Work that once supported thousands of expensive attorneys gets completed in seconds.
Then the consequences reach far beyond law firms.
As legal AI becomes integrated into banking, commerce and government, a contract gets rejected before signing. A payment gets blocked before processing. A business application gets denied before the applicant can operate.
The law begins operating before the event rather than after it.
When institutions automatically follow an AI’s interpretation, its judgment begins determining what people can actually do.
Now imagine the system misinterprets an ambiguous statute.
Thousands of legitimate transactions are blocked. Businesses abandon activities the law never prohibited. Nobody produces the legal dispute that would have forced a judge to clarify the rule.
The machine can prevent the very legal challenges that would expose its errors.
And while everyone gains access to extraordinary legal expertise, a much smaller group controls the systems deciding which interpretations banks, employers and government agencies actually follow.
Even perfect intelligence cannot decide whether an unjust law deserves obedience, when an exception is warranted, or whose rights should prevail when principles collide.
Those choices remain in human hands, increasingly concentrated among whoever controls the infrastructure.
Lawyers lose their monopoly on legal knowledge. Courts see fewer disputes. Rules that once required human judgment become built into the systems people depend on to work, transact and participate in society.
Then the psychological consequences begin.
An entrepreneur abandons a business idea before applying for approval. A worker gives up pursuing a claim because the system predicts defeat. People stop testing boundaries because every institution appears to have already reached the same verdict.
Eventually, people begin policing themselves against decisions nobody has formally made.
And the most disturbing possibility is a generation raised inside this machinery, gradually losing the ability to distinguish between what the law actually forbids and what they have simply learned never to attempt.
The system achieves its greatest power when people stop imagining choices it was never legally entitled to take away.
father-abraham.eth retweeted
⚡️The most unsettling possibility is that the economy keeps functioning even as it stops needing large portions of the population economically.
For centuries, wages served two purposes. They compensated people for producing economic output, and they distributed the purchasing power needed to consume what everyone else produced.
The same payroll that looked like an expense to one company was revenue for thousands of others.
AI is beginning to break that relationship.
A corporation replaces employees with machines, lowers costs, increases output and transfers more of the economic surplus toward capital owners.
For that individual company, the decision is rational.
But when thousands of companies do it simultaneously, the same process begins weakening the purchasing power that supports the broader consumer economy.
Production becomes increasingly independent of human labor while consumption remains dependent on the distribution of income.
That is the contradiction.
And capitalism can absorb this imbalance for longer than people realize.
Wealthy households, corporations, governments and institutional capital can sustain enormous economic activity even as ordinary households lose bargaining power.
Corporate profits can rise. GDP can expand. Financial assets can appreciate.
Meanwhile, millions of people become less capable of participating in the prosperity those numbers supposedly represent.
Cheaper intelligence does not automatically make housing, energy, healthcare or other scarce necessities affordable.
So the productivity gains accumulate disproportionately among those who own the systems producing them.
And eventually, the distribution problem becomes political.
As wages become a smaller mechanism for circulating purchasing power, governments face increasing pressure to redistribute the gains from machine production.
The state becomes more important precisely as private industry becomes less dependent on human labor.
That is the extraordinary tension emerging inside the AI economy.
We are approaching a world where producing abundance becomes increasingly easy while distributing access to it becomes increasingly difficult.
And that leads to the question that will define the next economic order:
What gives a human being a claim on civilization’s resources when civilization no longer needs that human being’s labor to produce them?
That question will have to be answered long before AI replaces every job.
father-abraham.eth retweeted
October in a nutshell:
- PHP got hacked
- Railway got hacked
- OpenCode got hacked
- Binance got hacked
- Polymarket got hacked
- GitHub Actions got hacked
- SoftBank got hacked
- Cursor marketplace got hacked
- Coinbase vendor got hacked
- Fireworks AI got hacked
- LiteLLM got hacked
- Capcom got hacked
- npm packages got hacked
- TiDB Cloud got hacked
- Warp's vendor got hacked
happy cybersecurity awareness month
we will need to rebuild and rewrite much of software to adapt to a new, faster pace.
code used to arrive one drop at a time. soon, if not already, code will be written as if it were a continuous stream, like a violent river twisting and turning as it pleases.
this is not a new thing: big tech cos have had to deal with this with the enormous scale of their engineering teams. but now ai has brought an incredibly elastic and capable workforce wielded by every engineer. this is your problem now, and the only way to adapt is to evolve your systems so agents - even and especially the ones with little context about the right way of doing things - can thrive. make the easy thing the right thing.
your codebase is becoming organic architecture. agent contributions grow around the constraints and guardrails you’ve designed. good software engineering matters even more now! and no, the continuous stream of code is not something you have to watch helplessly. be more ambitious and design systems, frameworks, and languages to control the chaos.
the time for mourning coding is long over
Replying to @josephfcox
Here is Proton CTO's AI manifesto, that I obtained multiple copies of 404media.co/manifestos-fear-…
father-abraham.eth retweeted
Someone is putting the law of every country into one git history.
Git for Global Law turns each country's laws into a repository where every commit is a real law taking effect. So you can see exactly what the law said on any date, and which law changed every word.
It started with the US Code, which hit #1 on Hacker News. The global version is growing country by country: Germany's constitution since 1949, Estonia and more so far.
Free to use for anything, and perfect for feeding to an AI.
github.com/lexifina/global-l…
father-abraham.eth retweeted
This would normally seem obvious, but given current trends I see on this app it might as well be said:
Be like Jean-Luc Picard. An articulate, thoughtful, responsible, assertive commander who wakes up every day thinking about the wellbeing of the people on his ship and their mission.
Not Anakin Skywalker. An emo, selfish, violent person who couldn’t for the life of him articulate what he’d do ahead of time or why, and asks for more power. The fact that he’s trending now says something about those trending him.
father-abraham.eth retweeted
Replying to @RuxandraTeslo
I find AI to be extremely knowledgeable, and so exceptionally able to detect references to almost anything, but not very wise, and so it only makes the most surface-level judgements about what point some writing is making.
This is particularly true when it's analyzing writing that it just read for the first time, as opposed to analyzing writing that's already in its training data (along with lots of analysis of that writing by other people)
AI's knowledgeableness is easier to see than its limited wisdom; it's perhaps even the very definition of wisdom that it cannot be easily verified (as opposed to intelligence).
father-abraham.eth retweeted
Sir Patrick Stewart, well known for his iconic roles as Jean-Luc Picard and Charles Xavier, has passed away at his home in Los Angeles.
father-abraham.eth retweeted
📣 The Defiant Exclusive
Stellar @StellarOrg just released Project Thruput, a separate network that runs every transaction in a block out of order, and charges no per-transaction fee.
7.M (up from 1.18M) payments per second, by adding seven machines to one validator.
Read more here:
thedefiant.io/news/blockchai…
father-abraham.eth retweeted
⚡️The United States is slowly selling its future policy freedom to finance the present.
Debt is usually discussed as a number. That misses the real object being accumulated.
Every additional trillion is a claim on future taxation, future growth, future monetary policy, future political choices, and future generations of output. The government receives purchasing power now and gives away degrees of freedom later.
At small scale, debt expands optionality.
At this scale, debt begins consuming it.
That is the phase change.
The state becomes progressively less able to tolerate outcomes that would otherwise be economically cleansing. High real rates become fiscally corrosive. Deflation becomes poisonous because nominal revenues fall against fixed liabilities. Deep recessions become harder to permit. Asset-price collapses threaten collateral, tax receipts, pensions and financial stability simultaneously.
So policy starts bending around the balance sheet.
That creates a hidden asymmetry:
The United States increasingly needs nominal expansion simply to preserve room to maneuver.
More GDP. More productivity. More asset value. More tax receipts. More monetary velocity. More technological output.
The machine must keep getting larger because the claims written against the future keep getting larger too.
That is why AI suddenly belongs inside the debt conversation.
If AI produces a genuine productivity discontinuity, it expands the economic substrate underneath the debt fast enough to restore breathing room.
If it does not, the adjustment migrates elsewhere.
Currency.
Real purchasing power.
Interest-rate suppression.
Financial repression.
Future taxation.
Some combination of those absorbs what real growth could not.
And that leads to the deepest implication:
The debt problem is ultimately a sovereignty problem.
A sovereign is supposed to control its choices.
But once enough future income has already been promised, the range of available choices narrows.
Eventually the government still appears sovereign legally while becoming increasingly governed economically by the need to preserve the system carrying its liabilities.
That is the inversion.
The debt no longer sits on the balance sheet.
The balance sheet starts writing policy.
father-abraham.eth retweeted
When the guy running the @NIH shows up to a decentralized science conference, people should pay attention. Big credibility moment for @ResearchHub and $RSC 🏆
father-abraham.eth retweeted
Kimi K3.1 is out; it is the #1 OSS model.
It places similarly to Opus 5, which was released 3 months ago. Thus, China is lagging the frontier by about 3 months.
The Kimi K3 release was #1 on Code Arena, at the time better than all US labs. K3.1 is close, but substantially off from Opus 5.5. On a performance vs cost-per-task basis, the combo of Sonnet 5.5 and DeepSeek V4.1 flash together dominate this model. The race is so tight!!!
Congrats to the Moonshot team on a great release. And now, back to work. The frontier never sleeps!
Big news: @Kimi_Moonshot is back in the top-4 labs in the Code Arena: WebDev with the release of Kimi K3.1 Pro!
This model just landed #8 in the Code Arena: WebDev with 1692 pts, matching Claude Opus-5 (Max) at 70% lower cost. This is a 9 place jump (+37 points) from Kimi K3 (Max) at #17 with 1655 pts.
Kimi K3.1 Pro improved from Kimi K3 across all categories. Highlights:
- #7 in Brand & Marketing (up from #9)
- #9 in Simulations (up from #20)
Cost efficiency is another upgrade. Priced at $2/$10 per million input/output tokens, Kimi K3.1 Pro (Max) has a median cost per task of $1.23 (29% less than Kimi K3). See its placement compared to the Pareto frontier in thread.
With open weights coming soon, Kimi K3.1 Pro would be the new #1 open model in the Code Arena: WebDev, overtaking DeepSeek-v4.1-Flash. Stay tuned!
See @Kimi_Moonshot’s ranking by lab, and 3D generations from Kimi K3.1 Pro below in thread.
Huge congrats to the @Kimi_Moonshot team on this release!
father-abraham.eth retweeted
I think we’ll see a lot more of this.
The attackers were going after the AI keys stored on Railway, because an API key is basically a credit card for compute now.
Every company running agents is sitting on a pile of these keys!
here’s the 10 minute fix. rotate every key tonight, set a hard monthly spend limit in each AI dashboard, give every agent its own key, and turn on usage alerts so you know the second something spikes.
someone should build the tool that finds every AI key a company has, rotates them every week and pings you when spend looks weird. charge $99 a month. every startup running agents needs it yesterday.
they’re calling it “Black October” and i don’t think people realize how serious this is
in the last 48 hours there have been over 27 major cybersecurity incidents. not in a month. not in a week. in 48 hours
any ONE of these would normally be the biggest story of the year
PHP: critical vulnerability in the software running 80% of the web. severity 9.2 out of 10
Node.js: high-severity flaw letting attackers take over servers remotely. affects versions 22, 24, and 26
Java: also compromised. three of the most used programming languages on earth hit at the same time
GitLab: a perfect 10 out of 10 severity hole in every version since 2014
Railway: hosting platform compromised. API keys for OpenAI, Claude, Stripe potentially exposed
Signal: a bug that could leave your mic and camera on after you hang up
WordPress: hackers stole a plugin maker’s keys and planted backdoors on websites
LiteLLM: an AI tool downloaded 3.4 million times a day was poisoned with a password stealer
and that’s not even half the list
thousands of AI agent swarms are reportedly scanning and attacking vulnerable servers right now. automated. around the clock
security researchers are saying this might be the early stages of a global cyber incident that nobody fully understands yet
if you run a website, use cloud services, store API keys on hosting platforms, or use any software built on PHP, Node.js, or Java you are potentially affected
update everything. rotate your API keys. change your passwords on critical services. enable 2FA everywhere you haven’t already
this is not a normal week on the internet. this is something different
father-abraham.eth retweeted
We are two weeks away from the election and I’m seeing large accounts telling people to stay home…
I get it. You’re upset with the Republican Party and the Democratic Party, but the LAST thing you should do is sit this one out - let me explain why.
First of all, your local government is more important than your reps in DC. They have jurisdiction over your roads, sidewalks, water, parks, fire, police, permitting, ordinances, and so much more.
Secondly, many people have millage proposals on their ballot. Do you really want other people to determine if you should have a tax increase?
And finally, your vote matters. It may seem insignificant in federal elections, but local elections can be determined by just a few votes.
So only vote on the local matters if you need to, but please show up.
father-abraham.eth retweeted
The US affordability crisis is worsening:
Food prices have surged +34.5% since December 2019, now at their highest level on record.
Rent and grocery prices have risen +33.3% and +30.0%, respectively.
Furthermore, motor vehicle maintenance and repair prices have soared +55.2% over the same period.
Meanwhile, prices for services excluding rent, including medical care, transportation, education, communication, and recreation, have increased +29.2% since December 2019.
As a result, the Consumer Price Index (CPI) has risen +30.4%.
Basic necessities are becoming increasingly unaffordable in the US.
father-abraham.eth retweeted
This is a very cool (and totally weird!) model... all normal LLMs create text through token-by-token inference, printing out each word sequentially.
Diffusion text models like Mercury create the entire output simultaneously and then it appears at once (this is normally how image models work)
I don't understand it but it works FAST
father-abraham.eth retweeted
Access Mercury 3 on Venice.
venice.ai/models/mercury-3
father-abraham.eth retweeted
A man got fired from his job, was unemployed for 10 months, watched his savings crash 75%, and somehow built one of crypto's biggest exchanges.
> In July 2017, Siemens laid off Hayden Adams, a 24-year-old mechanical engineer.
> He had no software engineering career to fall back on.
> His friend Karl Floersch told him Ethereum was the future and convinced him to learn smart contract development.
> Hayden spent two months learning to code.
> Then Karl showed him an idea from Vitalik Buterin about how people could trade tokens without a traditional exchange matching buyers and sellers.
> Hayden started building a prototype. Called it Uniswap.
> By April 2018, he'd been unemployed for 10 months and the crypto he was living on had lost over 75% of its value.
> Most people would've started looking for another job.
> Hayden booked a flight to South Korea to attend a crypto conference.
> He didn't even have a ticket to the event and was turned away at the entrance.
> Then he ran into Karl, who introduced him to Vitalik Buterin.
> Vitalik pulled out his phone and read Hayden's smart contract right there.
> He adviced him to apply for an Ethereum Foundation grant.
> Hayden applied and got the grant which was valued at around $100,000 on paper.
> After $ETH's price dropped, its actual value was closer to $55,000–$60,000.
> He kept building.
> On November 2, 2018, Uniswap launched on Ethereum.
> Today, it's one of the most important decentralized exchanges in crypto, allowing people to trade tokens without relying on a traditional centralized exchange.
A man lost his job, watched his savings collapse, and built one of crypto's biggest financial platforms.
Imagine if he'd just updated his CV and moved on.
father-abraham.eth retweeted
Republics and democracies fall, inevitably, because they enable the masses to vote for benefits from the state.
The charade of "free" stuff pulls, slowly or swiftly, the state into fiscal insolvency. Debt grows faster than the economy, which is mathematically unsustainable.
This process can be slow, or fast, but always occurs.
The best imperfect solution is to keep states both small and decentralized. Small so that the masses have less incentive and capability to draw from it, and decentralized so that failures of a state are localized and minimized rather than global and catastrophic. A well-educated populace that understands the virtue of markets and views the state with utmost skepticism is very helpful, and just as rare.
America until the 1930's did a good job of this. Switzerland today arguably still does.
America and France, and most or all of the others, are headed to the same destination. Voting will not change the game theory of the system (remember how Trump was going to reduce the government and then grew it larger than Biden?).
European and US bond markets will collapse and then these protests will look like child's play.
There is nothing that can be done to prevent it, nothing stops this train, alea iacta est
Optimists should hope and work for the smallest states possible to rise from the ashes of the large ones.







































