Education-gap ML paper
Used KNN, SVM, and gradient-boosting models to analyse education gaps between developed and developing nations. Published in IJMR. My first real research paper.
Things I built.
Mostly systems and measurement: serving models, benchmarking them honestly, and building agents that don't fool themselves. Each one started with a question that bugged me. Hover a row for a live preview, or click in for the full story and demos you can play with.
01
KAIROS
An autonomous ML research agent that knows when its validation set is lying, and refuses to believe it.
Oct 2026 · Agents 02CostPerThought
What happens when you stack three "free" speedups on a reasoning model, priced in actual dollars per correct answer.
Jul → Aug 2026 · Benchmarks 03Inference Gateway
A from-scratch model server with batching, queues, caching, and backpressure. It gets 2.7× the throughput of the naive version and fails politely instead of crashing.
May → Jul 2026 · Systems 04DuoRate
The Huawei paper: per-expert precision for MoE models. 2.9 bits per weight with 4-bit quality. The full story lives on the Work page.
Oct 2026 · Paper 05Spatial AI → hospitals
Won 2nd at Apple Spatial AI Hacks, then kept going. We're now taking it into hospitals.
2026 · Ongoing
spatial-vision-pro.jpg
spatial-or.jpg
2ndAPPLE SPATIAL
AI HACKS
AI HACKS
Hackathon → real product
The hackathon project that didn't end at the hackathon.
Most hackathon projects die on Sunday night. This one didn't. We placed 2nd at Apple's Spatial AI Hacks, and instead of moving on, the team kept building.
Now we're taking it into hospitals to talk with the clinicians and staff who'd actually use it, and to find out what it really needs to be.
Built it in a weekendApple Spatial AI Hacks
Took 2nd place…and decided to keep going
In hospitals nowTalking with the people it's for
The archive
Earlier things that got me here.
InfoAir
Co-founded a student social-impact venture and built an Arduino device that tracks particulate levels for allergy sufferers, plus the website. Every dollar of revenue went to charity.
GIIS Hackathon, 10th edition
As Head of App Dev at GIIS Tech Club, I ran app-dev workshops and organised the 10th GIIS Hackathon for 600+ students across 4 countries in APAC.