AI Portfolio
Hands-on work with LLMs, agents, and retrieval — built where AI meets the guardrails, checks, and determinism financial systems demand.
RegTech · Capital-markets compliance
An agentic-RAG compliance assistant: given a product-change scenario it retrieves the currently-valid SEBI obligations, traces supersession to the consolidated position, and flags gaps — every finding cited back to a source circular.
Fixed income · Markets analytics
Descriptive, retrospective yield-curve analytics over US and Indian government rates — term structure, slope/spreads, regimes, real-vs-nominal, PCA and the equity–yield link, each explained in plain language. Strictly descriptive: never advice, never a forecast.
AI product · Dev tooling
Turn a rough idea into a complete, reviewer-approved software specification — no AI credits required. Five agents extract requirements, design architecture, pick a stack and estimate timeline and cost, with two human-in-the-loop checkpoints.
ML + LLM engineering · Reliability
Two parts, one thesis: the disciplined system you build around a model matters as much as the model itself. A classical-ML lifecycle and a small-LLM ‘rings of control’ study answer one sharp question with numbers — when a model gives a wrong or made-up answer, where do you fix it, and what does each fix actually buy you?