Govern dynamic model routing without allowing fallback to inherit production authority. Record resolved models, qualify route members by action, and define when degraded paths must require approval or hold execution.
Restore AI agent data under a current recovery authority. Reconcile approvals, claims, credentials, and target effects before admitting bounded successor execution.
Separate work ownership from receiver-enforced authority. Use a local fencing lab to examine stale workers, current grants, duplicate handling, and the limits of restored control state.
Use a single-host SQLite lab to examine durable approval claims, worker restarts, and uncertain execution. Preserve ownership and reconcile effects before retrying or trusting restored state.
Define a proposed agent action evidence contract that connects identity, approval, execution, independent observation, and recovery while preserving unresolved outcomes.
Retire an AI service across its endpoints, identities, data, delegated work, and recovery automation. Verify that it cannot keep acting or silently return through an overlooked deployment path.
Contain compromised AI agents across identity, tools, data, memory, and downstream systems. Reconcile accepted actions, preserve evidence, and use explicit gates for a controlled return to service.
TL;DR Sanctioned AI agents can create the same portfolio problems as shadow technology: duplicated capabilities, conflicting actions, unmanaged dependencies, excessive token spend, orphaned identities, and operational debt. The answer is not to stop business units from building. It is to require every agent to enter a governed lifecycle that begins before deployment and ends with … Explore: The Agent Sprawl Crisis: How CIOs Should Register,…
TL;DR The CIO’s AI operating model cannot stop at selecting models, deploying copilots, or funding agent pilots. It must define how a human-agent workforce makes decisions, executes work, owns outcomes, operates platforms, handles exceptions, and responds when an AI-enabled process fails. The durable model is centralized control with federated business ownership. Employees retain judgment, accountability, … Explore: The Human-Agent Operating Model: How CIOs Should Redesign…
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