How Do Startups Keep Code Quality With AI Coding Agents

Podcast: The Innovation Attorney Podcast · The Innovation Attorney

Opublikowano: 2026-10-11

AI coding agents lifted pull requests per author 20 percent and incidents per pull request 23.5 percent in a 2025 benchmark, compounding to about 48 percent more incidents per engineer. That 48 percent is my arithmetic: 1.20 times 1.235. The benchmark itself, published November 12, 2025 from a survey of more than 50 engineering leaders, reported the two inputs and a change failure rate up about 30 percent. A startup that adopts coding agents without changing how it verifies and releases code should expect that curve. A startup that changes four practices has a defensible chance of bending it. Why does more generated code produce more...