Superserve

Superserve addresses one of the hardest challenges in production AI agents: sustaining multi-hour, long-horizon tasks without session degradation or sudden timeouts. Standard cloud runtimes are optimized for short, stateless HTTP request/response lifecycles; Superserve re-architects compute specifically around the stateful, iterative nature of deep research and autonomous execution.

Each Superserve VM maintains continuous filesystem state, background process management, and reliable outbound networking. Autonomous agents can conduct deep research investigations, compile extensive codebases, manage long-running data transformations, and checkpoint progress incrementally.