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Internal technology

Vinci GPU Management

Keep a GPU fleet moving, with less manual coordination.

Why we built it

We wanted the work to keep moving.

We built Vinci GPU Management for SimpleDirect’s NVIDIA H200 fleets. The starting idea was a fleet doing useful work around the clock: agents carrying tasks, jobs, and projects forward without someone manually arranging every run.

What it brings together

Understand the fleet

Monitor GPU health and the work already in progress.

Keep jobs moving

Fill, drain, and refill jobs as capacity and workload needs change.

Work with priorities

Use internal program context to coordinate what should run next.

What we share

A selected view of our internal work. Additional capabilities and details remain private until they meet our safety and internal review standards. Public availability is described on each page.

Scope and limitations

Used internally on SimpleDirect’s H200 fleets. Continuous operation is the design ambition; it is not a promise of uninterrupted uptime or human-free operation in every situation. This is not currently a public GPU management service.

Start with the resources.

Explore our public models, technology pages, and documentation. If you have further questions or want to work with us, our contact details are there too.

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