AI Coding Benchmark Contributor
Worked on SWE-bench-style AI coding benchmark creation using large open-source repositories. Designed issue specifications, deterministic test suites, reference patches, and reproducible Docker environments for evaluating software engineering agents. Analyzed production-scale codebases, validated multi-file implementations, and developed behavioral evaluation workflows to ensure reliable benchmark execution and regression-free testing across containerized environments.