hey you!

I have always been more interested in the shape of a problem than the size of a solution.

I sketch before I sleep and solve problems before I eat. I grew up reading stories and somewhere along the way started writing code — turns out they ask for the same thing: precision in the service of something that feels true.

I study mathematics and computing at NIT Patna, third year into a five-year dual degree. What keeps me here is the same thing that keeps me reading at 2am — the unreasonable possibility that the next page changes everything.

ARIA — agentic regulatory intelligence architecture

OpenEnv Hackathon Finalist · Meta × HuggingFace

I wanted to know if an agent could learn to think like an auditor — not just match patterns, but reason under pressure, hold contradictions, and act anyway. ARIA is the answer I built: the first RL environment for multi-framework compliance auditing, where agents navigate GDPR, HIPAA, CCPA, and SOC 2 across five tiers of difficulty, and at step 25 — mid-audit — a live breach fires. contain it. document it. notify. don't stop auditing. The reward engine has 18 triggers and knows when you're cheating.

Python FastAPI Pydantic v2 React 19 TypeScript WebSockets Docker HuggingFace Spaces

Mule-Hunter — real-time financial fraud detection

Fraud doesn't announce itself. It hides in the texture of ordinary transactions, in the unremarkable node at the centre of a ring that shouldn't exist. I trained a GraphSAGE model on 590K+ nodes to find exactly that — the structures that look like noise until they don't. 94% precision · 89% recall · sub-500ms latency · 67% fewer false positives.

PyTorch Geometric FastAPI Docker NetworkX Pandas

Health Atlas — AI-powered provider credentialing

Healthcare credentialing is slow, manual, and consequential. I built a LangGraph orchestration engine that parallelises what used to be sequential — 6 validation nodes, 4.3× faster, a confidence model that routes 85% of cases automatically and knows enough to flag the other 15% for a human who can actually judge. Full provenance. HIPAA-compliant. No shortcuts on the things that matter.

LangGraph FastAPI PostgreSQL Groq Vision API React Tailwind CSS

languages      python  ·  c++  ·  typescript  ·  java  ·  sql
ai / ml        pytorch  ·  pytorch geometric  ·  langchain  ·  langgraph
               gnn  ·  rag  ·  generative ai  ·  agentic workflows  ·  openenv
backend        fastapi  ·  node.js  ·  websockets  ·  docker  ·  kubernetes
data           postgresql  ·  mongodb  ·  chromadb  ·  minio
platforms      aws  ·  huggingface spaces  ·  vercel  ·  github actions

400+ problems across LeetCode · Codeforces · CodeChef — not because I had to, but because I like the quiet of a problem that hasn't been solved yet

2026   OpenEnv Hackathon Finalist        Meta × HuggingFace
2026   ISEA Cybersecurity Challenge      National Finalist · Top 20 across India
2026   EY Techathon 6.0 Semifinalist     Top 61 of 50,000+ participants
2024   National Hackathon Winner         Best all-girls team · Hackofest, NIT Patna

when I am not doing this — music, sketching, chess, books that rearrange something in me

_{open to conversations about things worth thinking about — graph ml · memory systems · agentic ai · or honestly, anything that keeps you up at night}