“They're applying these models to the RL environments themselves… hack this environment… fixing those… lower rates of cheating downstream”

"The Cognitive Revolution" · AI:AM: A Level We Shouldn't Pass? Notes from The Curve + Tokens vs. Salaries & Is SaaS Cooked?

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What was described

use models to hack their own RL environments, then fix the discovered flaws

Said nearby on the same subject

“The second thing that they see is we typically discover agents that they had no idea were actually running in their environment.”
♫
Said on Smashing Security
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“We have a phrase we call the Moore's Law of RL environments, which basically means, like, every six to eight months, we've noticed that the complexity of the environment… roughly doubles.”
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Said on TBPN
Hard number doubling every 6-8 months Share this moment
“Hack The Box lets you appraise them, test them against realistic cybersecurity work, the way you'd test a new hire, and re-appraise them because the model changes, the tools change, the environments change”
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Said on Smashing Security
How they work Share this moment
“Seed RL… was about utilizing the TPUs both for inference and training in the best possible way while keeping the environments as flexible as you wanted.”
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Said on Training Data
Why it worked Share this moment

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