Founder · AI & Data Engineer. Building open-source healthcare infrastructure for India, from Sydney.
Where I've worked.
Founder
- Building Krama, an open-source Python toolkit for India's ABDM (Ayushman Bharat Digital Mission) healthcare infrastructure.
- Published Krama Core v0.1.0 to PyPI (`pip install krama-core`) — three FHIR R4 bundle generators (OP Consult, Prescription, Discharge Summary), 21 passing tests, MIT licensed.
- Mission: last-mile healthcare access for rural and below-poverty-line communities.
Academic Tutor — Data Structures & Algorithms
- Teach COMP2123 tutorials — binary trees, priority queues, graph traversals, dynamic programming, complexity analysis — to cohorts of 25+ students per tutorial.
- Lead improvements to lab materials, grading aids, and test cases; designing better tooling with iterative testing and feedback loops.
- 2+ years translating complex algorithmic concepts to varied audiences, mentoring on debugging and problem-solving in C++ and Python.
Systems Engineer · Data Team
- Built Python scripts to automate routine data extraction and cleansing tasks, reducing manual effort in the team's ETL processes.
- Assisted with data integration workflows between enterprise platforms, ensuring data consistency across source systems.
- Supported the data team in troubleshooting pipeline issues, validating data outputs, and documenting data flows and transformation logic.
Computer Vision Engineer
- Industry capstone in a team of 4 — delivered a real-time maritime object detection pipeline for autonomous unmanned surface vehicles.
- Led the model optimisation workstream: INT8 quantisation, TensorRT, and inference batching. Team-wide effort achieved a 9× throughput gain on NVIDIA Jetson edge hardware.
- Containerised the pipeline with Docker and shipped to production at Ocius Technology.
Frontend Developer Intern
- Re-engineered Angular UI components and interaction flows, improving usability and contributing to a measured ~15% increase in user retention.
- Built data-driven UI components consuming REST APIs; implemented client-side data transformation and state management for complex nested HR datasets.
- Implemented front-end unit tests and participated in code reviews to reduce regressions and improve maintainability.
Software Engineer Trainee
- Built 15+ responsive interfaces with ReactJS integrated to REST APIs, contributing to a reported ~25% uplift in user engagement.
- Operated in Agile teams (stand-ups, sprint planning) and led peer code reviews to accelerate delivery and knowledge transfer.
- Contributed to backend data services and API development, handling data serialisation and transformation across system boundaries.
What I've built.
Research, products, and experiments — numbered by impact.
Cross-game LLM deception benchmark spanning five social deduction games: Skull, Coup, The Resistance, One Night Ultimate Werewolf, Secret Hitler.
All five game engines built and stress-tested — 998/998 tests passing. Full evaluation pipeline (1,000 games, ~3 seconds), publication-quality matplotlib figures (radar, win-rate bars, ELO progression, bluff analysis), LaTeX paper draft complete. Sole author. Targeting arXiv preprint → NeurIPS 2026 workshop.
Python toolkit for generating ABDM-compliant FHIR R4 clinical document bundles. Zero runtime dependencies beyond Pydantic.
v0.1.0 published to PyPI as krama-core. CI/CD on GitHub Actions (Python 3.10/3.11/3.12, bandit + pip-audit). 21-test suite. MIT licensed. Three FHIR R4 bundle generators: OP Consult, Prescription, Discharge Summary.
PathFinder — Mental Health Triage
Triage and routing system built for LMNSPN at NGM Hackathon. 24/7 intake chatbot, QR-based referral portal, admin dashboard with first-ever analytics for the organisation.
CareBridge — Multi-Agent Healthcare AI
Multi-agent care transition system: six parallel agents processing hospital discharge summaries to catch medication errors before they reach patients.
Minto — Personal Finance
React Native + Expo personal finance app. Hero feature: natural-language expense entry — "Dinner 120 split 4 ways" — parsed entirely on-device.
AgentDOM — Browser Agent Middleware
Middleware on Playwright / Chrome DevTools Protocol that emits structured DOM representations instead of screenshots — faster and cheaper browser-agent interactions.
Ocius Maritime CV Pipeline
Real-time computer-vision pipeline running on autonomous maritime craft. Led the model optimisation workstream — team-wide effort delivered a 9× throughput gain on edge hardware.
OldTalkies — Content Brand
Faceless Tenglish video-essay brand covering technology, finance, geopolitics, and entertainment through a Telugu / Indian lens. Inspired by ColdFusion and Wendover Productions.
What I work with.
Languages
- Python
- TypeScript
- JavaScript
- SQL
- C++
AI / ML
- PyTorch
- TensorFlow
- LangChain
- OpenAI Agents SDK
- Anthropic API
- FHIR R4
Web & Mobile
- Next.js
- React
- React Native
- Expo
- FastAPI
- Node.js
Data
- PostgreSQL
- MongoDB
- Pandas
- Snowflakelearning
- Airflowlearning
Cloud & DevOps
- AWS
- Azure
- GCP
- Docker
- GitHub Actions
- Vercel
Thinking out loud.
Writing coming soon.
Topics: open-source healthcare infrastructure, LLM evaluation, building solo.
Credentials.
Certifications
AWS Certified AI Practitioner
Amazon Web Services · Sep 2025
McKinsey Forward Program
McKinsey & Company · Apr–Jun 2026 · enrolled
Education
Master of Information Technology (Data Analytics & Management)
University of Sydney · 2023 – 2025
Sydney, Australia
B.Tech (Honours) — Computer Science & Engineering
GMR Institute of Technology · 2019 – 2023
India
Research
Measuring Deception in LLMs Across Social Deduction Games
In preparation — targeting arXiv · 2025