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Harshal Sawant - Sr. AI Engineer

Harshal Sawant

Senior AI Engineer specializing in LLMs, RAG, and MLOps on multi-cloud

Wells Fargo8 Years ExperienceSenior LevelWorks On-Site

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About

Built and productionized a secure internal RAG-based AI assistant (LangChain/FastAPI/FAISS on GCP), tackling real-world issues like latency, retrieval speed, and hallucinations—delivering 25% faster retrieval and 99.9% uptime. Also implemented scalable, reliable ML retraining orchestration with AWS Step Functions/SageMaker/Lambda and partners closely with compliance analysts to iteratively refine prompts and outputs to meet governance standards.

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Key Strengths

  • Built and deployed a secure internal AI assistant using production RAG architecture (LangChain/FastAPI/FAISS/GCP)
  • Improved system performance with 25% faster retrieval and achieved 99.9% uptime
  • Reduced hallucinations via better chunking and citation-based prompting
  • Lowered latency under load by moving LLM serving to vLLM
  • Designed reliable, scalable ML orchestration with AWS Step Functions (validation gates, retries, rollback; event-driven triggers; SageMaker autoscaling)
  • Strong evaluation discipline for agents/workflows (unit tests, simulations, edge cases; metrics-driven debugging)
  • Diagnosed and fixed stale-index issues in RAG by tracking retrieval hits/accuracy and repairing embedding refresh pipeline
  • Effective collaboration with non-technical compliance stakeholders using diagrams, prototypes, and iterative feedback

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Experience

Sr. AI EngineerWells Fargo · Apr 2024 – Present
Sr. AI EngineerCompass Group · Jun 2022 – Mar 2024
AI/MLE EngineerGEHA · Jan 2020 – May 2022
Software EngineerNBC Universal · Aug 2017 – Dec 2019

Languages

English

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Harshal already has a relationship with Reval, so a warm intro from us gets a much better response than cold outreach.

Typically responds within 24 hours

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Harshal SawantSenior AI Engineer specializing in LLMs, RAG, and MLOps on multi-cloud