0xA retweeted
MIT's Nobel Prize-winning economist proved that AI is mathematically guaranteed to destroy human knowledge.
They published a massive NBER paper modeling the long-term impact of AI on human cognition.
And they found the most alarming conclusion in the AI literature so far.
It’s called "Knowledge Collapse."
Here is how human progress actually works.
When you struggle to solve a complex problem, you generate two things:
General knowledge about how the world works, and context-specific knowledge about your exact problem.
Normally, humans acquire both at the same time. You do the hard work to solve your specific problem, and in the process, you learn a general principle.
You share that principle. That is how human knowledge grows.
Then comes Agentic AI.
AI is incredibly good at giving you the exact, context-specific answer you need right now. It hands the solution to you on a silver platter.
So you stop doing the hard work.
And because you stop doing the work, you stop generating the "general knowledge" that society relies on.
Acemoglu calls it the "knowledge-collapse equilibrium."
When AI reaches a certain accuracy threshold, the incentive for humans to learn drops to zero.
Nobody verifies. Nobody explores. Nobody discovers new fundamental truths.
Society gets increasingly sophisticated automated outputs, while our actual capacity to generate new knowledge quietly erodes.
But here is the most terrifying finding in the paper.
Welfare is "non-monotone" to AI accuracy.
That means as AI gets more accurate, society actually gets worse off.
0xA retweeted
CEOs are uniquely prone to AI psychosis because they’re sufficiently distant from the last mile of work that still has to happen to generate most value with AI.
So when they play with AI, they see the happy path results, often not considering the next 10 or 20 things that have to happen to get sustainable results from agents.
“Look I made this awesome product prototype”. Yes but you didn’t have to review the code before it went into production and fix a bunch of issues.
“Look I generated a contract”. Yes but you didn’t verify all the terms before it goes out to the counterparty and didn’t have to wire up all the past contracts to work with.
The best thing you can do as a CEO is to use AI a *ton* to figure out the real implications of agents in the enterprise, and come out the other side with an appreciation for both the upside and the real work that goes into them.
0xA retweeted
"Cognitive surrender is when you stop thinking altogether and blindly accept the answer the AI gives you"
0xA retweeted
I wonder what personality traits make someone more susceptible to AI psychosis, and whether those traits overlap with common founder / CEO traits
0xA retweeted
I strongly believe there are entire companies right now under heavy AI psychosis and its impossible to have rational conversations about it with them. I can't name any specific people because they include personal friends I deeply respect, but I worry about how this plays out.
I lived through the great MTBF vs MTTR (mean-time-between-failure vs. mean-time-to-recovery) reckoning of infrastructure during the transition to cloud and cloud automation. All those arguments are rearing their ugly heads again but now its... the whole software development industry (maybe the whole world, really).
It's frightening, because the psychosis folks operate under an almost absolute "MTTR is all you need" mentality: "its fine to ship bugs because the agents will fix them so quickly and at a scale humans can't do!" We learned in infrastructure that MTTR is great but you can't yeet resilient systems entirely.
The main issue is I don't even know how to bring this up to people I know personally, because bringing this topic up leads to immediately dismissals like "no no, it has full test coverage" or "bug reports are going down" or something, which just don't paint the whole picture.
We already learned this lesson once in infrastructure: you can automate yourself into a very resilient catastrophe machine. Systems can appear healthy by local metrics while globally becoming incomprehensible. Bug reports can go down while latent risk explodes. Test coverage can rise while semantic understanding falls. Changes happens so fast that nobody notices the underlying architecture decaying.
I worry.
0xA retweeted
Our industry keeps confusing the appearance of design with design that actually works well
We built our launch video in Claude Code using HyperFrames.
Now it's yours.
Open source, agent-native framework. HTML to MP4.
$ npx skills add heygen-com/hyperframes
RT + Comment "HyperFrames" to get the full source code of this launch video (must follow)
0xA retweeted
I wanted to share something I built over the last few weeks: isometric.nyc is a massive isometric pixel art map of NYC, built with nano banana and coding agents.
I didn't write a single line of code.
0xA retweeted
Before the launch of the @InvinciblesXYZ @EvoGenesisGame, I’m giving away an Invincibles NFT, which I’ll raffle off in 72 hours.
To participate:
✅ Like
✅ Retweet
✅ Follow @Cryptoslavvv_ & @InvinciblesXYZ
EXTRA ENTRY:
✅ Tag 3 users in the comments
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0xA retweeted
Replying to @InvinciblesXYZ
The time is nearly upon us, have you been paying attention?
teapawt.net/Creative_EdEd/status/1…
0xA retweeted
[request for startup] EmailPay 📧💲
Is there an email client, or some intermediate layer, where I can charge $0.01, or custom amount, for senders outside of my contacts to reach my precious inbox? If not, anyone want to build it? (Happy to help you with money part via @stripe.)
0xA retweeted
Vault Part 1 - Status: Complete
4R3 Y0U P4Y1NG 4TT3NT10N?
Find the codes. Claim the rewards.
0xA retweeted
Conjure Ice Spikes! 🌊
Enemies are forced to take these spikes down before targeting allies and can be damaged upon contact with the spikes
#indiedev #indiegame #games
0xA retweeted
WELCOME TO SEASON 2!
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0xA retweeted
Revolutionizing Digital Ownership
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