
Thoughts Without Context
370 posts

Thoughts Without Context
@ContextlessThot
I'm a 30-something who works in the tech security space. I might get political.



Humans: 100% Gemini 3.1 Pro: 0.37% GPT 5.4: 0.26% Opus 4.6: 0.25% Grok-4.20: 0.00% François Chollet just released ARC-AGI-3 -- the hardest AI test ever created. 135 novel game environments. No instructions. No rules. No goals given. Figure it out or fail. Untrained humans solved every single one. Every frontier AI model scored below 1%. Each environment was handcrafted by game designers. The AI gets dropped in and has to explore, discover what winning looks like, and adapt in real time. The scoring punishes brute force. If a human needs 10 actions and the AI needs 100, the AI doesn't get 10%. It gets 1%. You can't throw more compute at this. For context: ARC-AGI-1 is basically solved. Gemini scores 98% on it. ARC-AGI-2 went from 3% to 77% in under a year. Labs spent millions training on earlier versions. ARC-AGI-3 resets the entire scoreboard to near zero. The benchmark launched live at Y Combinator with a fireside between Chollet and Sam Altman. $2M in prizes on Kaggle. All winning solutions must be open-sourced. Scaling alone will not close this gap. We are nowhere near AGI. (Link in the comments)










A WSJ investigation found providers of autism therapy extracted Medicaid payments as high as $800 an hour for routine therapy that a high-school grad could administer on.wsj.com/4s8PKpW













"The Pentagon isn’t asking you to help build Skynet. They’re asking you to not have veto power over how a democratically accountable military uses a tool it purchased. Their point about “all lawful purposes” is actually the correct institutional boundary: the military operates under law, under civilian control, under congressional oversight"





Meet the Razer Huntsman Signature Edition: rzr.to/mastercraft A signature, remastered. At its core are Razer Analog Optical Switches Gen-2, delivering finely calibrated analog precision with every input. A CNC-milled aluminum chassis anchors the design, while acoustics are tuned to ensure each keystroke sounds as deliberate as it feels. Limited to just 1,337 units worldwide, it’s an icon reworked for those who demand distinction not only in performance, but in presence.











