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I have not invested time on locally-run, I'm curious if they could even get close to approaching the value of Sonnet4 or Opus.

That said, I suspect a lot of the value in Claude Code is hand-rolled fined-tuned heuristics built into the tool itself, not coming from the LLM. It does a lot of management of TODO lists, backtracking through failed paths, etc which look more like old-school symbolic AI than something the LLM is doing on its own.

Replicating that will also be required.



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