The unreasonable effectiveness of an LLM agent loop with tool use

3.5 is better for this, ime. I hooked claude desktop up to an MCP server to fake claude-code less the extortionate pricing and it works decently. I've been trying to apply it for rust work; it's not great yet (still doesn't really seem to "understand" rust's concepts) but can do some stuff if you make it `cargo check` after each change and stop it if it doesn't.

I expect something like o3-high is the best out there (aider leaderboards support this) either alone or in combination with 4.1, but tbh that's out of my price range. And frankly, I can't mentally get past paying a very high price for an LLM response that may or may not be useful; it leaves me incredibly resentful as a customer that your model can fail the task, requiring multiple "re-rolls", and you're passing that marginal cost to me.

o1-pro and o1-preview are the only models I've ever used that can reliably update and work with 1000 LOC without error.

I don't let o3 write any code unless it's very small. Any "cheap" model will hallucinate or fail massively when pushed.

One good tip I've done lately. Remove all comments in your code before passing or using LLMs, don't let LLM generated comments persist under any circumstance.

I wouldn't be shocked if huge, expensive-to-run models performed better and if all the "optimized" versions were actually labs trying to ram cheaper bullshit down everyone's throat. Basically chinesium for LLMs; you can afford them but it's not worth it. I remember someone saying o1 was, what, 200B dense? I might be misremembering.