There's no amount of error rate that's acceptable to us - edits should always be correct. We've just found anecdotally the saving users time is just provably also very important for churn, retention and keeping developer flow state, right after accuracy.
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Then why are you using a custom model instead of an industry-leading option?
I don't mean to be rude, but I can't imagine you're selling a product on-par with Claude 3.7. Some level of performance tradeoff has to be acceptable if you prioritize latency this hard.
We're not - our model doesn't actually think up the code changes. Claude-4 or Gemini still writes the code, we're just the engine that merges it into the original file.
Our whole thesis is that Claude and Gemini are extremely good at reasoning/coding - so you should let them do that, and pass it to Morph Fast Apply to merge changes in.