Lead AI engineer shaping production Agentic AI, RAG, GenAI, and speech systems from architecture to interface—then making them faster, clearer, and ready for the real world.
Build a grounded answer from the strongest evidence.
Not a gallery of experiments. A focused set of systems built for production constraints, measurable outcomes, and actual users.
A production retrieval system combining hybrid search, LLM reranking, grounded generation, and deliberate cost controls for enterprise knowledge workflows.
A real-time sales call evaluation system that converts streaming speech into structured, evidence-backed quality scores.
A custom e-commerce product designed, engineered, registered, and launched as a public Udyam micro-enterprise.
Tap through the system modes. This is how I think: information moving through deliberate stages, with evidence and control built into the path.
Grounded answers with citations and a traceable retrieval path.
I work where model behavior, backend reliability, product UX, and cloud delivery meet.
Production RAG, agentic workflows, evaluation, structured outputs, and model orchestration built around real business constraints.
Hybrid search, reranking, embeddings, streaming transcription, and voice experiences that stay fast and explainable.
APIs, interfaces, and cloud delivery treated as one system—from the first user interaction to production observability.
Two-plus years of professional AI work, with a path shaped by early prototyping, full-stack ownership, founding-engineer speed, and now technical leadership.
The full résumé
Leading architecture and delivery for enterprise GenAI products, RFP automation, agent workflows, evaluation, and MLOps practices.
Built a React + FastAPI conversational AI product with RAG, context-aware recommendations, and Slack workflows.
Shipped model pipelines on SageMaker and prototyped LLM services, voice feedback, sales AI, and digital-twin systems.
Writing at the intersection of AI infrastructure, business, psychology, and what it means to be human.
An email showed up in my inbox this week from an address I’d genuinely forgotten I was even on. Sender: OpenAI Ads Platform.
I started this space because of a question I couldn’t stop noticing. Somewhere in your 20s, life asks you: who are you becoming, and is the path you picked actually yours?
The same curiosity runs through everything I make: understand the real problem, reduce the friction, and leave something useful behind.
At work, that means reliable AI systems. With Greenvy, it meant carrying a product from code to commerce. In writing, it means translating the technology into questions worth sitting with.
Karpagam College of Engineering
2020 — 2024 · CGPA 8.58 / 10
DE I’m open to AI and Agentic AI engineering roles with thoughtful teams in Coimbatore, Bengaluru, Chennai, Hyderabad, or remote—especially where AI has to earn its place.