Agent sandboxes
Run code, use tools, and evaluate results in isolated environments that start fast and run side by side at scale.
Reinforcement learning
Generate the experience models learn from, with rollouts running in parallel, reward functions running in isolated sandboxes that snapshot and resume, and results feeding back into training.
Data pipelines
Preprocess, analyze, and move data fast enough that GPUs stay busy instead of waiting on the next batch.