Identify the workload
Distinguish the application workload from a request for inference.

Modules · Dumpla
Connect applications and AI workloads to node compute and inference services.
Prisman serves compute workloads and model inference. Dumpla sells the memberships used in its experience; Prisman accounts for the compute and inference service.
Prisman in practice
An application container or model request uses the Prisman service appropriate to its workload.
Distinguish the application workload from a request for inference.
Access the node or inference service assigned to the activity.
Follow the resources and terms of the service being used.
Prisman
A node supplies execution capacity, a deployment stores its snapshot, and inference serves a different workload.
01
Nodes provide processing cores, RAM, and storage for workloads.
02
A deployment is a stored snapshot ready for execution on an appropriate node.
03
Prisman supplies inference used by Dumpla experiences and API consumers.
04
Hosting an MCP server requires its own Prisman container rather than the Dumpla MCP client alone.

Modules
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