Building a human-in-the-loop AI agent for CI/CD failure recovery

The author developed a human-in-the-loop AI agent to diagnose CI/CD pipeline failures, a task that previously took 20-40 minutes manually. A key finding was that sending only the failed stage's logs to the LLM, rather than entire build logs, significantly improved speed and accuracy.