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I'd argue that we have that already: coding agents with access to a programming language (or, even better, a container they can run commands in) can use all sorts of other tools to help explore a solution space.

They have other tricks too. Claude Code makes itself a TODO list for a problem and can tackle the items on that list one-by-one, including firing off sub-agents to perform subsets of those tasks.





While true, I'm not sure I've seen an LLM define a cost function and then try and reduce the cost yet, which I am guessing is what the OP is referring to.



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