AI Coding

A Tencent agent developer observes that AI-assisted coding has multiplied commit volume dozens of times while controllability declines: lacking the tacit knowledge humans use to trim edge cases during reviews, AI conservatively expands every exception path, inflating coordination state until review degrades into pattern matching. The author argues the bottleneck is convergence, not generation, and calls for explicit pre-generation constraints and human interrupt points.