Operating model

How Foundation provides the shared operational layer for the platform.

Agentic Friendly

Foundation follows a shared platform model. It is operated as a common capability layer that multiple higher-level services consume.

Core Principle

Foundation owns platform concerns. Higher layers own product and use-case concerns.

That separation keeps the architecture clearer:

  • Foundation focuses on secure execution, exposure, persistence, observability, and delivery
  • AI focuses on AI platform services and developer-facing capabilities
  • Data focuses on enterprise data systems and advanced data operations

Foundation Responsibilities

Foundation provides the platform mechanisms that behave consistently across the stack:

  • network exposure and ingress
  • identity and access patterns
  • secrets and certificate handling
  • inference execution substrate
  • workflow execution substrate
  • operational storage services
  • monitoring, logging, and tracing
  • GitOps deployment mechanics

How Other Layers Consume Foundation

AI and Data consume these shared Foundation services:

  • an AI service uses Foundation ingress, identity, storage, and telemetry
  • a workflow-oriented service uses Foundation workflow engines and storage
  • a user-facing application benefits from the same DNS, TLS, and access patterns as the rest of the platform

Why This Matters

The operating model reduces duplication and makes the platform easier to scale. Instead of each product area solving security, routing, monitoring, and storage independently, those concerns are handled once in Foundation and reused consistently.

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