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ChinmaySanjay Kawle
Junior Software Engineer specializing in cloud developer tools and backend APIs
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About
Summer intern on AWS Lambda tooling team who shipped Finch support in AWS SAM CLI, adding OS/runtime detection and robust fallback behavior to preserve Docker compatibility across developer environments. Also built an end-to-end RAG system for querying arXiv quantitative finance papers using Postgres/pgvector with two-stage retrieval, citation-grounded prompting, and rigorous evaluation loops driven by IR metrics and user feedback.
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Key Strengths
- Owned and shipped end-to-end feature in AWS SAM CLI adding Finch container runtime support while preserving Docker backward compatibility
- Strong engineering judgment on integration tradeoffs (minimal additive approach, fallback logic, edge-case handling)
- Built production-style RAG application over arXiv quant finance papers with two-stage retrieval and citation-grounded responses
- Data-driven LLM/RAG evaluation and iteration using IR metrics (Recall@k, Precision@k, nDCG, MRR, BM25) plus human review and user feedback
- Improved reliability and developer experience via clearer error messages and expanded automated test coverage across OS/runtime scenarios
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