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LakshmiCharan Lingisetty
Mid-level AI/ML Engineer & Data Scientist specializing in NLP and Generative AI
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About
Built and deployed an agentic RAG platform at Centene Health to support healthcare claims and complaints workflows (Q&A for claims agents, executive complaint summarization, and compliance triage/classification). Experienced in LangChain/LangGraph orchestration, production deployment on AWS with FastAPI/Docker/Kubernetes, and implementing HIPAA-compliant guardrails to reduce hallucinations and ensure explainable outputs.
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Key Strengths
- Built and deployed production LLM/RAG system for healthcare claims & complaints workflows
- Strong hallucination-risk mitigation using RAG constraints, confidence thresholds, and human review fallback
- HIPAA-aware GenAI implementation (access controls, anonymization, secure logging) with legal partnership
- Effective model orchestration and intent-based task routing across BERT retrieval/classification and generative LLMs
- End-to-end productionization of agent workflows (LangGraph) behind FastAPI with Docker/Kubernetes on AWS
- Rigorous evaluation approach (unit tests for prompts/tools, golden datasets, precision/recall, monitoring drift and feedback)
- Proven collaboration with non-technical stakeholders via prototypes and iterative feedback to drive adoption and reduce review time
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