How to Ship Production-Ready Code When AI Writes 30% of Your Codebase

1 · Qodo · June 17, 2026, 7:09 a.m.
Summary
TL;DR AI-generated code can pass unit tests and CI while silently skipping idempotency, retry bounds, and auth checks, the gaps that cause production incidents, not test failures Production-ready code defines behavior under failure: retries, 503s, duplicate requests, and dependency outages, not just the success path tests cover Pull request reviews show a single diff, not […] The post How to Ship Production-Ready Code When AI Writes 30% of Your Codebase appeared first on Qodo....