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Gagan Reddy Konani - AI Engineer in Remote, USA

Gagan Reddy Konani

Mid-level Machine Learning Engineer specializing in LLMs and RAG for healthcare

MedtronicUniversity of Illinois ChicagoRemote, USA2 Years ExperienceMid LevelWorks On-Site

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About

AI Engineer (Medtronic) who deployed a production RAG-based clinical assistant grounded in curated biomedical literature (no patient-identifiable data). Deep hands-on experience orchestrating and hardening LLM workflows with LangChain/LangGraph, including stateful agentic flows, rigorous testing, and evaluation; reports a 72% accuracy improvement through retrieval enhancements (query rewriting, multi-query expansion, MMR reranking).

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Key Strengths

  • Built and deployed a production RAG-based medical chatbot for healthcare professionals
  • Improved retrieval performance via query rewriting, multi-query expansion, and MMR reranking (reported 72% accuracy boost)
  • Strong focus on reliability: structured agent/workflow design with Pydantic I/O and multi-level testing (unit/integration/regression)
  • Pragmatic model/retrieval/prompt selection driven by constraints (accuracy, latency, cost, risk) with offline evaluations
  • Experience operationalizing agentic workflows with LangGraph (state, branching, retries, failure recovery)
  • Effective cross-functional collaboration with clinicians; iterated via demos/prototypes and translated needs into technical design

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Experience

AI EngineerMedtronic · Oct 2024 – Oct 2025contract
Machine Learning Engineer InternTempus AI · May 2024 – Aug 2024internship
Applied AI EngineerComcast · Jul 2022 – Jun 2023

Education

University of Illinois Chicagomaster, Computer Science (2025)
BITS Pilanibachelor, Computer Science (2023)

Skills

AgileAmazon API GatewayAmazon DynamoDBAmazon EC2Amazon RDSAmazon S3Amazon CloudWatchAPI DesignAuthenticationBashBERTCachingCC++Clustering

Languages

English

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Gagan Reddy KonaniMid-level Machine Learning Engineer specializing in LLMs and RAG for healthcare