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PodcastLenny's Podcast: Product | Career | GrowthOctober 18, 2026

Inside the black box of AI: How AI models actually think | Emmanuel Ameisen (Anthropic)

Interpretability research shows LLMs form general concepts and plan ahead internally, reframing both capability jumps and AI safety work.

  • Models are 'grown' not built: Anthropic trains Claude via pre-training (predict next word on massive text corpora) then fine-tuning on curated dialogue examples, producing opaque internal math no one designed.
  • Interpretability finds real planning: Looking at intermediate activations, researchers found Claude plans rhymes in poetry many tokens ahead (e.g., deciding to end a line with 'rabbit') without ever stating the plan.

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