LuTiao Programming

Jun 2, 2026 · Backend Development

How Daily AI‑Powered Inspections of a Spring Boot Project Reveal AI’s Real Threat

The author shows how configuring Codex to run every morning and automatically scan a Spring Boot codebase uncovers hidden engineering risks—such as missing validation, unindexed queries, and MQ idempotency issues—demonstrating that AI’s true power lies in continuous risk detection rather than code generation.