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Sumit Kothari
Junior AI/Full-Stack Engineer specializing in LLM apps and RAG systems
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About
AI engineer who built and shipped a production AI document-understanding/search system at Sumeru Inc, including a full RAG + LLMOps evaluation stack (MLflow, DeepEval, RAGAS) deployed on GCP. Also developed LangChain/LangGraph multi-agent workflows for UAV flight-log analysis and has experience presenting AI solutions to non-technical stakeholders and prospect clients to drive POCs.
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Key Strengths
- Built and deployed a production document-understanding RAG system on GCP (PDFs with images/tables)
- Designed end-to-end RAG pipeline plus evaluation/LLMOps pipeline using MLflow + DeepEval with RAGAS metrics
- Debugged and adapted knowledge-graph approach by inspecting RAG-Anything internals and pivoting to LightRAG with an image-to-text description workaround
- Implemented multi-agent workflow for UAV flight log analysis using LangChain/LangGraph (agents specialized by telemetry type)
- Uses tracing and evaluation patterns for agent reliability (LangSmith, LLM-as-judge, self-critique/re-prompt loops)
- Able to translate technical work for non-technical stakeholders and lead client-facing presentations resulting in a POC proposal
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