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I don't understand why changing effort levels busts the cache. Couldn't effort levels be a decoding-only thing where they just change the probability of the token? Are they literally adding a hidden system prompt that says "effort level: $level" ?


> Are they literally adding a hidden system prompt that says "effort level: $level" ?

Yes. https://magazine.sebastianraschka.com/p/controlling-reasonin...


In that way the autoregressive nature of LLM won't let itself "plan" to reason with the intended budget. It doesn't "look ahead".


Obviously itβ€˜s something being put in the context that can not be taken out of it anymore.




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