backend

Mass-deleting Redis keys felt right until I read the docs. Versioned keys with INCR bumps make stale chat answers unreachable instead.

TL;DR: Editing an article left the Redis-cached AI answers stale, and the author's first fix—scanning and deleting every ask: key—turned out to solve the wrong problem. SCAN is non-blocking; the real pain is tracking key families across workers forever. Versioned keys fix it: bake versions into key names, bump with INCR on edits, and let TTL clean up.