05. llm test triageapple camera intern
LLM Test Triage
end-to-end triage pipeline for 1000+ camera tests: parse, group, classify, file.
every cycle ran 1000+ on-device camera tests; manual triage was the bottleneck. architected an end-to-end pipeline (xml log parsing, intelligent failure grouping, gemini-backed root cause analysis with 75% dedup accuracy, and a multi-threaded bug report writer serving 50+ engineers), collapsing manual triage time by 4,800%. shipped during the 2025 cupertino internship.