Now
I have spent twelve years building the enterprise platforms that pay healthcare and family benefits to hundreds of thousands of people in the United States. Work at that scale has one rule: a wrong rule or a missed batch window is a public failure. I have led development teams, carried the annual federal policy changes that re-evaluate every active case, and rebuilt a statewide data-governance platform as its sole architect and developer.
Outside that work I design and build systems for start-ups. RaastaPay, an AI advisory platform for Indian road freight, is the current one: Java 21, Spring Boot, Spring AI and Kafka, built alone from the first commit. jamna.nn is my transformer engine in pure Java, written to understand the machinery from the inside.
AI engineering is not a Python monopoly. The systems that carry real money and real records run on Java, and Spring AI puts language models where those systems already live, with typed contracts, transactions, observability and the same test discipline as everything else. That is where I am placing my bet. I am exploring Embabel, Rod Johnson's agentic framework for the JVM built on Spring AI, and preparing to be part of the rise of Spring AI rather than watch it from the sidelines.
I build from first principles and I write all the code. Language models help me move faster; they do not think for me.
Work
NessSenior Solutions Engineer
Lead developer on a statewide healthcare and benefits platform. I own change requests end to end, from requirements with policy teams to production release. I own the three annual federal policy cycles that re-evaluate every active case. I re-engineered the nightly interface chain to federal and partner systems and restored reliable overnight windows.
AccentureApplication Development Lead
Seven years on a statewide healthcare and family-services platform built on the Accenture Public Service Platform, replacing systems the state had run for 24 years. Led a team of developers through delivery, testing and deployment. Rebuilt the state's master person index as sole architect and developer, from program-level risk to meeting requirements, reporting daily to state leadership while the system stayed live.
24x7booking.comSoftware Engineer
Sole developer for the flight-booking module of a live travel platform in Bangalore, from design through production.
Schemes CentralSoftware Engineer
Full-stack engineer on a production e-commerce platform: page flows, front-end features, deployments and platform upgrades, all live.
Entrepreneurship
RaastaPayPrincipal Engineer & Systems Architect
Sole engineer building a founder's AI advisory product for small trucking operators in India. The system of record does the arithmetic; a panel of Claude-backed advisors on Spring AI reads each offer and returns a verdict in the driver's own language. Every AI output is schema-checked, persisted and auditable. Java 21, Spring Boot, Kafka, PostgreSQL, React Native.
Currently building
- jamna.nn
- A mini Transformer / LLM engine built from scratch in pure Java, no libraries, not even a math one. It learns to sort numbers the way a language model learns to write, by predicting the next token. Ships with an interactive explainer that walks through embeddings, attention and softmax using the real trained weights. MIT.
- options-wall-street
- Personal tooling for options analysis. Not a product and not financial advice.
Also working in forks of Spring AI and Tribuo, with contributions in progress.