Agentic Control Plane

Identity. Policy. Lifecycle. Approval. Versioning. Rollback. Audit. The control plane is the layer that turns agentic AI from an experiment into an enterprise system.

Agent lifecycleDraft01In Review02Approved03Production04Deprecated05
Controlled Objects

Agents
Definition, version, scope, policy assignment, lifecycle state, and deprecation.
Prompts
Central repository, versioning, promotion flow, rollback, and approval history.
Tools
Registration, scoping, role-based execution permissions, abstraction, and validation.
Datasets and knowledge sources
Document classification, document-level access control, refresh status, retention, and retrieval policy.
Plugins
Role-based execution and modification controls; isolation between workspaces.
Models
Provider routing, model pinning, fallback chains, and cost-aware selection.
Workspaces
Departmental and tenant isolation with quotas, cost views, and access controls.
Identities and roles
Fine-grained RBAC for agent authors, prompt editors, deployers, approvers, auditors, and viewers.
Lifecycle States

Every agent, prompt, tool, and dataset moves through formal lifecycle states. Promotion is gated by approvals, policy checks, and Haluvance enforcement checks where configured.

  1. 1

    Draft

    Authoring stage. No production traffic. Editable by author and contributors.

  2. 2

    In Review

    Submitted for review. Reviewers receive notifications based on role and workspace policy.

  3. 3

    Approved

    Reviewer-approved but not yet receiving production traffic. Available for staging.

  4. 4

    Production

    Receiving live traffic. Modifications require a new version and a new review cycle.

  5. 5

    Deprecated

    Marked for removal but still serving for a defined transition window. Triggers stakeholder notifications.

  6. 6

    Retired

    Removed from active service. Definition retained for audit purposes per retention policy.

Approval Workflows

Single approver
One designated approver signs off changes within a workspace or capability area.
Two-key approval
Two approvers are required for production prompts, sensitive tools, or model changes.
Conditional approval
Approval requirements change based on the scope and risk of the change.
Quorum approval
N-of-M review is available for cross-departmental workflows.
Next step