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Rugved Chandekar

Rugved Chandekar

AI/ML Engineer · Backend Engineer · RAG / LLM Systems

Rugvedrc
Chhatrapati Sambhajinagar, India
Joined May 2026

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Summary

Production-focused AI systems engineer who designs and ships RAG pipelines and agentic orchestration: emphasizes operational choices (OpenSearch/Qdrant, Bedrock, async orchestration) and builds token-efficient, scalable pipelines that run in production. rugved+2
Practical optimizer of LLM cost and throughput: demonstrated a ~99% reduction in token usage and a ~10x throughput improvement by applying prompt compaction (TOON), batching, RAG retrieval, and caching in a live JD-to-candidate sourcing pipeline. rugved+1
Research and explainability in medical AI: contributed to an uncertainty-aware pneumonia detection project combining attention mechanisms, Monte Carlo Dropout for uncertainty, and Grad-CAM explainability, resulting in an IEEE co-authored research contribution. github+2
Active open-source contributor and tool-builder: publishes small, focused developer tools (integration-smoke-test on PyPI), maintains multiple GitHub projects (JARVIS-2.0, ResuGenie), and files/participates in community issues and fixes (e.g., langchain issue). pypi+2
Community leader and mentor in competitive programming and DSA: organized workshops and coding events, led the Hackslash CP & DSA team, and mentored hundreds of students. rugved

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Competitive programming, mentoring students in DSA and running workshops. rugved