Developer tooling that uses an LLM to analyze CI test failure logs and surface root cause hypotheses. Designed to reduce debugging time in fast-moving engineering teams. Engineering focus: log parsing pipeline, LLM prompt engineering for structured diagnostic output, integration with CI artifact formats. Relevant for: developer tooling, AI infra, observability, engineering productivity startups.