Legal AI · Odisha courts Working prototype
Chamber Drafting Assistant
An AI drafting workspace for law chambers. It reviews every paragraph of a bail application or plaint against the case record and a risk rubric, translates scanned Odia documents, and runs mock hearings against simulated benches to prepare counsel.
Design rule: no invented citations. The model can only cite judgments that were retrieved, every quote is checked against the source page, and severity comes from the rubric, not the model.
Multi-agent systems Personal use
LifeOS
A self-evolving team of agents that keeps an evidence-based model of one person's life. A Profiler, domain specialists, a Strategist and a Critic, and a Forecaster turn daily check-ins into a plan. An Agent Architect hires, refines and retires specialists based on how useful they turn out to be.
Lesson: agent teams improve when usefulness is measured every run and the system can change its own structure, within strict limits.
Local commerce Deployed on Firebase
Sikka
A QR-code loyalty program for neighbourhood stores. Customers scan to earn points, managers approve in real time, and stores post offers targeted by location. Ad images are generated from a one-line prompt.
Why: small Indian merchants deserve the retention tools large chains take for granted.
Food · D2C Early milestone
Chakki
Made-to-order atta. Customers design their own flour blend, see the nutrition update live, and get it freshly ground at a mill and delivered. It has separate apps for customers and for the mill floor.
Why: to bring personalisation to a staple that every Indian kitchen uses daily.
Quant · Indian markets Design + build
NSE Signal Stack
A human-in-the-loop swing-trading signal engine for NSE and BSE. It covers a data layer, features, a model roadmap, honest backtesting, risk management, and compliance under Indian market rules.
Design rule: the model's job is to rank and size opportunities consistently, not to predict the market. The edge comes from discipline, coverage and execution.
AI · Fashion In development
Fashionista
An AI-powered styling platform that connects shoppers, stylists and e-commerce vendors, built as one iOS and Android codebase on a fully serverless Firebase backend.
Why: personal styling shouldn't be a luxury. AI can bring a stylist's judgement to anyone with a phone.