projects

Coursework systems projects, plus my upstream open-source work on LLM training and inference frameworks.

LLM Training Systems from Scratch

Stanford CS336 assignments — FSDP, a FlashAttention Triton kernel, and a KV cache, all inside a Transformer LM built from the ground up.

open source

What the work is about is on the about page, and the numbers are on the cv page. These links go to the pull requests themselves.

verl-omni · RL post-training for diffusion and omni models · committer · all PRs →
verl · RL post-training for LLMs · all PRs →
vllm-omni · serving for omni and diffusion models · all PRs →
sglang-omni · Qwen3-Omni serving · all PRs →