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Smit Panchal
Mid-level Full-Stack & XR Developer specializing in GenAI and immersive AR/VR systems
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About
Built and deployed a "personal second brain" product (CloneMind) with an end-to-end RAG pipeline for retrieving information across PDFs, URLs, images, and audio using Next.js/Node.js/Postgres/Supabase/Redis. Demonstrates strong practical depth in retrieval quality tuning, latency reduction via caching, and stateful orchestration with LangChain/LangGraph, plus experience persuading a non-technical professor stakeholder by shipping a working prototype.
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Key Strengths
- Built and deployed production RAG applications (CloneMind, Reminiscence AI)
- Improved retrieval quality via semantic chunking, metadata, and retrieval parameter tuning
- Reduced latency using caching (embeddings/queries/session state) and parallelized retrieval
- Designed stateful, multi-step LLM workflows using LangChain/LangGraph for reliability and debuggability
- Structured evaluation approach using synthetic edge-case queries and real user queries with clear metrics
- Influenced non-technical stakeholder by prototyping and demonstrating value (RAG agent added under deadline)
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1 publication
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