six systems, one obsession — teaching machines to be useful ↓
(1) DOCUMENT INTELLIGENCEGoldman Sachs · serverless extraction end-to-end · −50% manual work
(2) KNOWLEDGE-GRAPH RETRIEVALGoldman Sachs · graph-native answers, beyond RAG · in production
(3) AI FOR CLIENTSGoldman Private Wealth · advisor & client intelligence · details stay at the desk
(4) COMPUTER-USE AGENTBNY · Claude on-prem, language → action · secure by design
(5) EARLY CANCER DETECTIONwith Chennai Cancer Institute · vision transformers · the one that matters
(6) CYCLONE INTENSITYNASA · CNNs over INSAT-3DR imagery · 96% accurate
EXPLODED VIEW — WHAT HOLDS IT UP
Every serious AI system is these four floors. Agents act, models think, knowledge remembers — and in finance, governance is the floor that keeps the whole building standing.
AI Engineering Analyst — document intelligence for Private Wealth, knowledge-graph retrieval, client & advisor AI. Owning the lifecycle from prototype through governance, legal and model risk to production. Shaping division AI strategy with senior leadership.
Computer-use agents with Claude on-prem; AI security-remediation pipeline (dual-LLM validated); early cancer detection with Chennai Cancer Institute using vision transformers.
Four-Eye payments architecture designed and shipped in 14 days; Spring Boot backend (+15% response, 500+ concurrent); Angular frontend for 15,000+ users.
tunechat — LLaMA & GPT-4 chatbot, 50k+ users; LLMs in production at 99.9% uptime; editor of Everything Gen AI, 40,000+ readers weekly.
AI researcher — cyclone intensity from INSAT-3DR at 96%, mentored on the IMPACT team by Dr. Muthukumaran R.
B.E. Computer Science (AI & ML). President of Next Tech Lab — India's premier student AI research lab, twice awarded the International QS Award.
also: youngest mentor at Intel's AI for Youth · generative vision for Nivea at Hexo.ai · Mozilla Health Co-Pilot in 98 languages · Smart India Hackathon finalist
FLOOR PLAN OF A CONVERSATION
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