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Emmanuel Ameisen says interpretability suggests language models can form hidden plans during generation

By Egleze Editorial Desk · Published October 18, 2026 · Lenny's Podcast · A mind-expanding conversation on how models actually work | Emmanuel Ameisen (Anthropic)
Emmanuel Ameisen says interpretability suggests language models can form hidden plans during generation
Lenny's Podcast
Lenny's Podcast
A mind-expanding conversation on how models actually work | Emmanuel Ameisen (Anthropic)

What was said

"we find that models will like in their intermediate results sometimes formulate a plan. Um, the example we have for this is poetry. It's hard to rhyme uh without planning."

Emmanuel Ameisen says interpretability work indicates some language models create and reuse latent “plans” stored in intermediate representations, even though they output text one token at a time. He gives poetry generation as an example, saying the model may internally identify a rhyme target and later tokens follow that plan without explicitly stating it.

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Source and context

Egleze verified who said this and where. The underlying claim has not been independently established by Egleze.

Speaker
Emmanuel Ameisen · guest
Programme
Lenny's Podcast
Episode
A mind-expanding conversation on how models actually work | Emmanuel Ameisen (Anthropic)
Clip time
15:48
Original source
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From this episode
Lenny's Podcast
Lenny's Podcast

A mind-expanding conversation on how models actually work | Emmanuel Ameisen (Anthropic)

1h 12m · 3 Egleze moments
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