Overview & Capability
Serverless container execution platform that runs Python code on cloud GPUs with sub-second cold starts, automated scaling, and per-second billing.
Key Highlights
- Define GPU hardware (A10G, A100, H100) directly in Python decorators
- Container cold starts under 1 second with memory snapshotting
- Zero infrastructure management or Dockerfile wrangling required
Robbie's Independent Take
Verified: 2026-10-11
Best evaluated within a bounded workspace using version control. Configure strict tool approvals and MCP permission gates before granting terminal or file execution access. Monitor token spend carefully when running multi-turn autonomous refactoring loops.
Alternatives & Replaces
- AWS ECS / EKS with GPUs
- Ray on Kubernetes