H Company trains computer-use agents on SkyPilot: thousands of sub-second sandboxes

skypilot_org · x · 2026-09-23

SkyPilot and H Company are hosting an AI Infra Meetup in San Francisco (Oct 8, SF TechWeek). H Company trains computer-use models on SkyPilot, running thousands of environments next to the trainer with sub-second cold starts so GPUs never wait. Talks cover large GPU fleet pre-training, RL infra across training/rollout/reward stages, scaling sandboxes to thousands of concurrent agent rollouts, and GPU orchestration across clouds, Kubernetes, and Slurm. Speakers: SkyPilot co-founder & CTO Zhanghao Wu and H Company researcher Léonard Benedetti.

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