Aniket Janrao

About

Healthcare-focused LLM engineer who has built two production clinical applications: an automated structured clinical report generator from physician-patient conversations and a RAG-based chatbot for retrieving patient history (procedures, allergies, etc.). Demonstrates strong applied RAG expertise (overlapping chunking, entity dependency graphs, temporal filtering, graph RAG) to reduce hallucinations/omissions and partners closely with clinicians to automate hospital workflows.

Experience

Education

Key Strengths

• Built and deployed LLM applications in clinical workflows (report generation and patient-history chatbot)
• Practical hallucination reduction using grounded RAG over patient documents
• Advanced retrieval design (overlapping chunks, entity dependency graphs, temporal filtering, graph RAG)
• Hands-on orchestration with LangChain (loaders, splitters, embeddings, vector stores) and exposure to Haystack 2.0
• Structured approach to reliability: KPIs, test datasets, logging, unit tests, benchmarks, human testing, continuous monitoring
• Cross-functional collaboration with non-technical medical stakeholders (physicians, nurses, hospital staff)