The 10x Is Real, on Internal Tools You'd Otherwise Never Ship

TL;DR
AI coding agents do hit 10x or better on a specific slice of work: greenfield internal tools where the agent authors the code and the conventions it later re-reads. Outside that envelope (existing services, cross-team consumers, regulated code paths) the gain compresses to 10–30% at best and turns net negative on mature codeb...