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> It was morbidly fascinating watching it rabbit hole.

Oh yes, it's like slow-motion train wreck.

Once it gets off the rails, the best thing is to nuke the context, reset the state (git reset --hard or equivalent) and retry, this time with foresight.



> this time with *foresight*.

So much this! Nondeterministism in LLMs does not mean you simply "reroll" your prompt and hope for the best; the incremental reprompting is what helps.


Or you just code it yourself.




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