Found reward hacking evidence by forking & attacking suspicious agent trajectories

Best Product Design, YC Frontier RSI/RL Hackathon

A cost-efficient model ladder that escalates coding agents only when they need to

Cursor x a16z Hackathon

Reproduced Meta FAIR's tokenizer-free LLM under limited memory constraints and ran ablations

Funniest Poster, CS 4782 (Intro to Deep Learning)

Placed in the top 1.5% of 18,800+ teams in a global algo-trading competition

#216 of 18,800+ teams · #37 worldwide in options

Implemented a fused PoPE kernel in Triton, an alternative to RoPE

Image-to-3D reconstruction pipeline for VFX creators, 35% faster via C++ and SIMD

Browser agents that audit TikTok creators for brand compliance at scale

YC x Browser Use Browser Agents Hackathon