code generation

The model's training cutoff is frozen, but your dependencies move weekly. Retraining is the wrong reflex. Here is how teams keep code suggestions current without touching the weights.

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.