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o1

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01:42
2026-07-11
lesswrong.com
artificial-intelligence

The Termination Circuit (how reasoning models stop thinking).

Researchers discovered that reasoning models like o1 and R1 often overthink, computing answers at around 30% of their chain-of-thought but continuing for the remaining 70%. The termination decision is…

04:04
2026-07-08
tobyord.com
large-language-models

How well does RL scale?

Toby Ord analyzes the scaling properties of reinforcement learning in AI, distinguishing between RL-scaling (training compute) and inference-scaling (deployment compute). He finds that in OpenAI's o1 …

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