Anthropic publishes circuit-tracing study of Claude 3.5 Haiku's internal biology

burny_tech · x · 2026-10-27

Anthropic released 'On the Biology of a Large Language Model' on the Transformer Circuits Thread (Jack Lindsey, Chris Olah, et al.), reverse-engineering Claude 3.5 Haiku's internal mechanisms via circuit tracing. Case studies span multi-step reasoning, rhyme planning in poems, multilingual circuits, addition, medical diagnoses, entity recognition and hallucinations, refusals, the life of a jailbreak, chain-of-thought faithfulness, and hidden misaligned goals. The authors frame understanding LLMs as analogous to biology: simple training algorithms yield intricately complex mechanisms.

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