Can an LLM agent actually build a model of an environment it cannot see? This work makes the question gradeable. An agent has to uncover a hidden deterministic finite automaton by interacting with an oracle through membership queries (does this string belong?) and equivalence queries (is this the target?), with classic automata-learning algorithms as strong baselines. The honest result is that performance drops sharply as the automaton grows. Reasoning models do better than the rest, but everything degrades with size. Why does it matter? World-model claims about agents are usually vibes. Forcing an agent to actively reconstruct a hidden structure through queries is a clean, controlled way to measure whether it is modeling its environment or just reacting. Paper: https://t.co/Kw1WCLEAQ3 Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c

@BetaTomorrow You need to be aware of how other fields affect your work like psychology and philosophy of language. Relevant thread. Your mental model shapes your work. https://t.co/m9wyiO9d8h

@DanielCHTan97 I got a huge kick out of citing something that’s approximately 2050 years old. https://t.co/6E9FFSVckt

oh so you're a ml researcher who likes philosophy? well have you ever cited one in an ML paper? https://t.co/vhU268Ho8f

Narrative violation. https://t.co/z3loKd3a1k

I built a @threejs game director skill system for Codex & Claude Code to help agents create more polished playable browser games. It guides gameplay loops, graphics, HUD/UI, debugging, QA, and optional @tripoai @ElevenLabs @NanoBanana 3D/image/audio assets with API keys. Open source, get the skills in this thread 👇

Mission: Expanding the Scope and Scale of Consciousness. From my 📸 of the billboard on Times Square “This is, depending on how you read it, either the most ridiculous thing a serious company has ever put on its mission page or the most honest. We think it’s the latter.” —@a16z https://t.co/q5XRAIiwIM

@TheUltronAi Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@Em_Nomadic Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@MaxiOrdinals Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@A_I_aico Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@riss_e Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@Serantych Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@Tomodo_ysys Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@mititarou_takeo Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@Em_Nomadic Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@BramForge Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@curiosinautas Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@_RFayez Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@chaojidigua Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@digitalbrain01 Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@petrusenko_max @kimmonismus Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@dooly251 Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@worldofscitech @GoogleDeepMind @mark_k Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@333333RSJ Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

@noxflux Humanising AI has been normalised in research. What it means to you? https://t.co/KtlnmMm13E

France's Jordan Bardella perfectly proves that you cannot cheer for a wrecking ball and then act surprised when your own house takes damage. He and many other European far-right populists are desperately trying to distance themselves from Donald Trump, and it is a miserable look. These politicians spent years treating Trump like a hero, yet they are now throwing their hands up and claiming they do not support him the same way anymore. Bardella went from being a fan of the populist wave to claiming he is deeply panicked by Trump's erratic actions. Seeing him try to act like he was never really on board is pathetic. The truth is that Trump’s worldview leaves zero room for a prosperous or secure Europe. His reckless military stances and trade threats are engineered solely for his own base, leaving Europeans to clean up the wreckage. This sudden shock proves that Europe's populists either have no basic understanding of global power dynamics, or they actively worked against Europe’s interests on purpose. Sovereignists from different nations can never be true allies because their core interests will always violently collide. European populists thought they were part of a global club, but they were actually just useful idiots

🚨 BREAKING: Acting AG Blanche and FBI Director Patel announce a grand jury has INDICTED leftist NGO Southern Poverty Law Center on 11 COUNTS This is MASSIVE! SPLC said they were "fighting white supremacy," but they were "MANUFACTURING the extremism it purports to expose" by PAYING sources to "stoke racial hatred," per Acting AG Blanche Best part? They've been charged in the Middle District of Alabama! They're SCREWED! 🔥 SPLC has been hit with SIX counts of wirefraud, four counts of bank fraud, and one count of conspiracy to commit money laundering.

🚨 HOLY CRAP. The FBI has BUSTED an EXPLOSIVE DRONE terror plot that targeted President Trump's UFC Freedom 250 event at the White House They planned to blow up explosive-packed drones, and forcing crowds a "pre-staged SNIPER TEAM" "A second wave to storm the White House gate." A network of nearly 24 suspects IDENTIFIED, at least 5 in custody @FBIDirectorKash Thank God for law and order!

The Rape Gang Inquiry Report. https://t.co/EuKgGWBRhS https://t.co/SD5G9HPVtV