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Designed an agentic nutrition assistant (FastAPI + Next.js, LangGraph) with two-stage hybrid retrieval (BM25 + FAISS→RRF→cross-encoder re-ranking), 25+ health metric computations, and Gemma-3-27b via NVIDIA NIM achieving 90% accuracy vs ∼62% naive search across 100+ real-world health scenarios.