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14+ years of hands-on experience in AI/ML engineering and data science, with significant depth in production system delivery. Deep, working expertise in LLM application development: LangChain, LangGraph, tool-calling agents, RAG, prompt engineering, embedding pipelines, and hybrid retrieval. Proven track record architecting and shipping multi-agent systems, knowledge graph-powered retrieval (Neo4j or equivalent), and real-time inference APIs. Strong ML fundamentals: XGBoost, deep learning, NLP,
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