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Rohit Bisht
Junior Data Scientist / ML Engineer specializing in LLMs and RAG systems
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About
Built and deployed a production enterprise LLM-powered RAG assistant for the construction domain, enabling natural-language querying across PDFs/reports and structured sources (SQL/CSV). Implemented an agent-based routing and multi-agent orchestration approach (LangChain/LangGraph) to reduce hallucinations, improve latency, and deliver actionable, structured responses based on stakeholder feedback.
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Key Strengths
- Built and deployed an enterprise LLM-powered RAG assistant to production
- Solves mixed structured + unstructured data Q&A via agent-based routing (doc retrieval + SQL/CSV)
- Practical mitigation of hallucinations and latency (context grounding, indexing optimization, caching)
- Strong agent/workflow engineering discipline (clear agent boundaries, guardrails, deterministic tool access)
- Rigorous testing and evaluation approach (offline eval sets, mocked-tool unit tests, measurable metrics)
- Iterative stakeholder collaboration leading to more actionable, structured outputs and higher adoption
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