You haven't so much invented such a solution, as you have discovered the coordinate system in which the problem becomes trivial.

This is why, to solve a difficult open-ended problem (like AGI), you must always start by asking the right question.

New study on neural nets and language is a huge win for Noam Chomsky, Steven Pinker, and @garyMarcus. 🧵

This advice applies to LLMs as well: If you can't measure ROI on your dollars spent on tokens, you are just being a tourist. Use an API aggregator such as OpenRouter. Test as many models as you can for your task at hand. Only then get yourself hardware to run local LLMs.

Researcher in 2026 >Use LLMs to generate 20 papers >Spend 2 weeks clicking approve/reject >Bill: 20k$ in API credits >Spend 2 weeks verifying them, 1 is good >Publish paper >GitHub issues: Data leakage, bugs; ignore >post on X: Human coding is obsolete! AI invented new science🤯

My magnum opus - a unified field theory of why the post-literate society is a catastrophe for civilisation as we know it api.omarshehata.me/substack-proxy…

One interesting response to this piece is the number of people who have told me that the Dickens passage American university students were unable to understand in the famous study of reading comprehension is absurdly difficult. I really don't think it's that hard.

Intelligence is the ability to acquire new knowledge and using it, as effectively and efficiently as possible, to solve new problems the entity was not exposed to before. Solving in-distribution problems is automation, solving out-distribution problems is intelligence.

Seasoned software developer watching a vibe coder

The EVM/Solidity Security Checklist is based on 200+ successful audits securing $180+ Bn in TVL. We now give it away for FREE (limited time only) to help devs and security researchers level up. To get it: ✓ Repost ✓ Comment: LIST We'll DM it to you (must be following).

Can't be said enough!

An excellent knowledge base to amplify AI-enhanced security research.

Anyone whose explanations are more technical than mine is obfuscating with formalism to hide their underlying lack of conceptual clarity. Anyone whose explanations are less technical than mine is a poseur who has failed to engage with the substantive content of the theory.

Gary Marcus Yann LeCun Demis Hassabis You were never alone, Gary, though you were the first to bite the bullet, to fight the good fight, and to make the argument well, again and again, for the limitations of LLMs. I salute you for this good service!

The feed is the enemy of curiosity. It decides what you see. I like to decide myself where to go next, like with Wikipedia link surfing.

Moment of truth: every finding I submitted in Code4rena contests came from a method I built using AI. Over 7 contests my method earned 🥇🥈🥈🥈🥉 with a valid/invalid ratio >1 and multiple solo ands duo High/Medium findings.

Grab my 🍿🍿🍿🍉🍉🍉 and enjoy the show🤣

ctf-blockchain has hit 1k stars. thanks for all the fun challenges! github.com/minaminao/ctf-…

After many months of research and development, I’m thrilled to share that BlockThreat Today is now live! Without constant reminders of the pain caused by past incidents, their root causes, and the lessons they taught us, we risk making the same mistakes again and again.

Highly recommended for any programming language. I learned tons of solidity by running opcode snippets by hand.