Projects
Things I’ve built, written, and explored.
AutoMetal
AutoMetal is my Apple-M2-optimized Transformer inference implementation from TikTok TechJam 2026. I built it for a hackathon, then spent the rest of the project learning where the time goes: memory limits, shape-specific dispatch, fused attention, MPS and MLX behaviour, and correctness checks.
Across Shapes 1–13, the final implementation passed the challenge’s elementwise correctness gate with zero failed elements and reached a 4.98× geometric-mean speedup over the reference. I used Codex for the implementation, experiment design, benchmarking, and debugging. By the end, I understood the whole path from a kernel to a result I could trust.
Clinical Engine
Clinical Engine is an AI medical diagnosis simulator with virtual patients and physical exam modules. I built it so a learner can work through a case, ask questions, and decide what to do next instead of reading the answer first.
XAIR
XAIR is an explainable-AI pipeline for multi-domain reasoning. It generates multiple reasoning paths, finds where they diverge, tests counterfactual changes, and checks claims against Wikidata.
I worked on it during my undergraduate research at NTU because I wanted to understand what a model’s reasoning trace can tell us, and where it starts to mislead us.
The Handbook for the Enterprising Teen
I wrote The Handbook for the Enterprising Teen for teenagers with an idea and no clear first step. It is a practical guide to starting small, testing ideas, and learning by doing.
The Veer Dosi Show
The Veer Dosi Show is my podcast about entrepreneurship and personal development. I use conversations to ask how people started, what they got wrong, and what they do when the first version of the plan stops working.