Mid-Level Full-Stack Engineer specializing in LLM and RAG applications
San Jose, CAFounding Software Engineer5 years experienceMid-LevelFinancial ServicesFinTechHealthcare IT
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About
LLM/RAG engineer who took a PDF-heavy agent from prototype to production for an Africa-based client, combining Pinecone retrieval with robust PDF parsing (unstructured.io, OCR, structured table extraction). Demonstrates strong production mindset (eval metrics, prompt hardening, security/scalability) and measurable optimization impact (30% efficiency gain, 2x faster responses), and has helped close deals by building security-focused POCs for skeptical IT stakeholders.
Experience
Founding Software EngineerMedReveal Inc.
Agentic AI DeveloperMetis Analytics
Software EngineerGoldman Sachs
Education
Saint Louis Universitymaster, Analytics
Visvesvaraya National Institute of Technologybachelor, Mechanical Engineering
Key Strengths
Built and productionized a RAG chat/agent system over internal PDFs using Pinecone
Optimized LLM cost/performance via multi-model routing by complexity/latency/cost
Improved efficiency by ~30% and doubled response speed through hybrid model approach
Strong real-time debugging using step-by-step tracing/logs and root-cause analysis
Resolved critical RAG accuracy issue by implementing structured table extraction for complex PDF tables
Production readiness focus: measurable retrieval metrics, prompt hardening, automated evaluation, security and scalability
Effective developer-facing demos (code-first, live walkthroughs) enabling team maintainability
Partners with sales to unblock deals by addressing IT/security concerns and delivering targeted POCs
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