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Vismay Devjee

Mid-level GenAI Engineer specializing in AI agents, RAG, and LLM evaluation

Fidelity InvestmentsNortheastern UniversityBoston, MA2 Years ExperienceMid LevelWorks On-Site

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About

Asset Management Risk professional at Fidelity Investments who built and productionized an agentic RAG platform enabling compliance and analysts to query 10,000+ fund documents with cited answers in seconds. Implemented structure-aware semantic chunking (AWS Textract), hierarchical retrieval, and hybrid search to raise accuracy from 68% to 94%, and built an evaluation framework tracking accuracy/latency/cost/hallucinations—delivering 40+ hours/month saved and zero critical production failures.

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Key Strengths

  • Built and deployed an end-to-end agentic RAG system for querying 10,000+ financial fund documents
  • Improved retrieval accuracy from 68% to 94% via hybrid retrieval and iterative tuning
  • Designed structure-aware semantic chunking for dense financial tables using AWS Textract and custom Python
  • Implemented hierarchical retrieval (category → document → granular chunks) with rich metadata for context preservation
  • Established guardrails and out-of-scope query handling to reduce hallucinations in production
  • Created an LLM evaluation system tracking accuracy, latency, cost per query, and hallucination rate (citation verification)
  • Strong reliability engineering: schemas, confidence thresholds, fallbacks, human-in-the-loop, unit + integration testing
  • Cross-functional delivery: ran weekly working sessions with non-technical stakeholders and coached users on prompting
  • Demonstrated measurable business impact (94% accuracy, 40+ hours saved monthly, zero critical production failures)

Reference Highlights

Moderately Recommended
  • Proactive iteration based on feedback
  • Comfortable presenting to stakeholders at all levels
  • Strong communication with both technical and non-technical audiences
  • Able to translate technical concepts into business context
  • Responsive in resolving what worked/didn't work to meet requirements
  • Instrumental in creating an LLM-based evaluator for an operational risk concern
  • Respected by team members
  • Pleasure to work with
  • Clear and concise communicator in most areas
  • Able to explain difficult concepts (agentic AI) to non-technical audiences reasonably well
  • Works effectively with guidance from senior engineers and architects
  • Effective collaboration with business partners during beta testing

Vismay's references speak for themselves. Let us connect you.

Experience

AI EngineerFidelity Investments · Jan 2025 – Present
Data EngineerDeloitte LLP · Oct 2022 – Aug 2023
Engineer InternStayVista · Feb 2022 – Oct 2022internship

Education

Northeastern Universitymaster, Information Systems (AI/ML Concentration) (2025)
University of Mumbaibachelor, Engineering (2022)

Languages

English

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Vismay DevjeeMid-level GenAI Engineer specializing in AI agents, RAG, and LLM evaluation