Speaker: Dex Horthy (HumanLayer) Source talk: Follow-up to "12 Factor Agents" (AI Engineer, June 2025)
Most AI coding usage is rework. You ship more, but a lot of it is patching the slop you shipped last week. Greenfield Vercel dashboards? Fine. Ten-year-old brownfield codebases with real complexity? Not so much.
The fix is not a better model. It is better context.