code generation

The training cutoff is frozen but dependencies move weekly. Retrieve the installed docs and lockfile, let the linter drive a fix loop, and skip retraining.

A Devin-style agent that turns an issue into a merged PR is the hardest agent to make reliable, because every step can fail and errors compound. Here is the architecture and the loop that keeps it honest.