“My advice to engineering teams is, whether you build or buy, assume your architecture will be at a 25x load within two quarters.”

The selector depended on a single-writer listener; 20 minutes of lag meant tens of thousands of test updates missing from test selection. The redesign made listeners stateless with a journal in an in-memory store. Claude prefers smaller PRs, so job count rose even faster than code volume.