LLM-powered analysis of Amazon EMR production pipelines to detect upgrade risks across large dependency graphs.
- RAG over pipeline code, configs, dependencies, and metadata for fast querying and reasoning.
- Evaluation tooling for failure modes, inconsistencies, and risky upgrade paths.
- Automated dependency analysis to cut manual work during production migrations.
- Owned design through validation in a high-throughput production environment.