Put supported workload, state and resource capabilities inside the systems you operate. Define who owns each operation and how work is inspected or recovered.
A workload needs more than a free GPU. It also needs the right data, state, permissions and resource placement. Recovery becomes difficult when these responsibilities are disconnected.
Scope the state, workload, scheduling and resource interfaces together. Integrate the selected capabilities with explicit persistence, replay and operating responsibilities, rather than assuming a wholesale replacement of your infrastructure.
A platform team needs selected agent work to be scheduled, validated, retained and replayed. SpinForge can scope the workload lifecycle and the appropriate state and resource connections, then evaluate them against the agreed recovery requirements.
The workload lifecycle, existing platform and data paths, resource constraints, required persistence and recovery behavior, and authorized execution boundaries.
WHAT WE EVALUATETask completion, retained-state correctness, recovery behavior, resource fit, and full data-path and operating cost.
Durability, isolation, physical control and hosted operations each have their own qualification requirements. Product access does not itself grant execution authority or activate a managed service.
Choose an evaluation or a qualified production workflow. Compatible methods and shared checks inside its activation scope are included once. Infrastructure is separate.
See plans and deployment scopeAgree the baseline, deliverables, effort and acceptance before implementation. Request managed operation only when it is part of the desired scope.
Discuss an engagementThese are relevant capabilities to evaluate—not mandatory purchases or an assertion that every combination is already integrated.
Tell us what needs to improve, what you use today and which requirements cannot change.