
Honorable Mentions: Best Tokens — Tinker-Nomics by Simon Guo (RL cost calculator, reverse-engineered Tinker's stack) Best GPU — Speculative Prefill by Kunal Menda (6.2x latency reduction on voice agents, single B200) Best Slurm — Bridge Engine VLA by Terresa (2.2B VLA robot policy trained on Slurm in hours) Best GPU Optimization — llm.torch.compile by Aroun Demeure & Manoj Rao (torch.compile FXGraph capture → custom CUDA kernel injection) Most Creative — Space Machine by Troy (AI data center site selection on the Moon and Mars using NASA data) Best Vibes — Slurminator by Andi Holmes (a bot that publicly shames misbehaving Slurm users in Discord)

















