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Large Language ModelsLessWrong AIPublished: Sep 12, 2026, 06:00 JST

Astra no-CoT limits track speculative depth, not step count

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Astra no-CoT limits track speculative depth, not step count

Independent testing found that the number of sequential steps is a poor predictor of whether Astra can complete long multi-step tasks without chain-of-thought. Success correlated more strongly with 'speculative depth,' the tester said.

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