Anthropic's CI jobs grew 25x in six months as Claude authors 80% of their code, overwhelming the test impact analysis service.

Three quick patches—doubled hardware, package-level sharding, and daily restarts—each lasted under 70 days before a full redesign. The team replaced the singleton in-memory process with a distributed, stateless architecture backed by an in-memory data store, built by one engineer in three weeks.