Devin, Kimi K3, and the RL Flywheel Behind a Coding Agent
We all have used Claude Code to work through engineering problems and tasks. I can point it at a repository, inspect its reasoning and edits, redirect it, and decide what to ship. Devin can do similar work, but its workflow is slightly different and interesting. Let’s say I have a steady stream of bounded improvements to make to KEEP Terminal. I can hand over one issue at a time, receive a tested pull request, and ask a review agent to examine it before I make the final call, and Devin Review supports that review step. ...