About
Senior AI Engineer with 3+ years of experience designing Agentic AI systems in production — multi-agent orchestration with LangGraph, confidence-gated self-reflection, tool-using LLM workflows, and Pydantic-enforced structured outputs. I architect agentic RAG pipelines with hybrid retrieval (dense + sparse + cross-encoder reranking), and instrument every node with Langfuse for forensic-grade observability over latency, token cost, and retrieval quality. At XYMA Analytics (IIT Madras), I shipped the Autonomous Financial Dispute Decision Engine — an agentic system that reasons over NPCI/RBI regulatory corpora to classify disputes and decide refund eligibility — plus the UPI Regulatory Dispute Assistant for grounded UPI dispute resolution. I obsess over retrieval precision, inference latency, token cost efficiency, and audit traceability.
Work Experience
Skills
Agentic AI systems I've shipped
Multi-agent LLM workflows, agentic RAG pipelines, and production LLMOps infrastructure for regulatory and fintech domains.
Autonomous Financial Dispute Decision Engine
Agentic AI system for automated refund eligibility and dispute classification over RBI/NPCI regulatory corpora. Built with LangGraph state machines, confidence-gated self-reflection, and Pydantic-enforced structured JSON outputs via Groq/Llama 3.3 70B. Grounded in hybrid retrieval (BGE-Small + SPLADE) with cross-encoder reranking for forensic-grade auditability.
UPI Regulatory Dispute Assistant
RAG-based contextual querying system over NPCI/RBI regulatory datasets for UPI dispute resolution. Built async PDF ingestion pipelines, semantic chunking, vector embeddings, and grounded LLM response generation with retrieval quality scoring and per-request token cost tracking.
Rewardive
Mobile app I'm building that maximizes credit card rewards by recommending the best card to use for every purchase. Aggregates offers from 50+ Indian banks across 10,000+ active deals and 500+ spending categories — powered by QR scanning, merchant category classification, and AI-driven offer matching.
Namma Wallet (Open Source)
Open-source Flutter wallet for Indian users — an alternative to Apple/Google Wallet that stores digital tickets and passes (TNSTC buses, IRCTC trains, event passes) parsed from SMS, PDFs, QR codes, and clipboard. Supports the .pkpass standard. Contributing as part of the namma-Flutter community.
I like building things
During my time in university, I attended 1+ hackathons. People from around the country would come together and build incredible things in 2-3 days. It was eye-opening to see the endless possibilities brought to life by a group of motivated and passionate individuals.
- H
Hacknight Hackathon
Chennai, TamilNadu
Developed a web application one card verfication for all your education and goverment certification using decenteralized serviced called crust to for encrytion for storage and web3 login using polygon.
Let's build with AI
Working on a RAG pipeline, an agentic workflow, or production LLMOps? Reach me at srinivasan.r830@gmail.com or DM me on LinkedIn. I'll ignore soliciting.