Evaluation before expansion
Test representative cases, edge conditions, harmful failure modes, latency, and cost against approved acceptance criteria.
Human control is part of the system.
A responsible system makes permissions, tests, review gates, failure behavior, monitoring, and operating decisions explicit.
Operating method, not a certification or legal assurance. Requirements still depend on the workflow, jurisdiction, and risk.
The model is one part of the operating boundary.
- SourcesSystems of record, documents, events
- IdentityUsers, roles, permissions, boundaries
- OrchestrationRules, models, tools, state
- EvaluationAcceptance criteria, evaluation set, edge cases, cost
- Human reviewEvidence, approve, correct, reject, escalate
- Operating recordLogs, monitoring, fallback, rollback
Principles are not controls.
A policy statement does not limit access, interrupt an action, route an exception, or restore the previous state. The control has to exist in the operating path.
Permissions with a real owner
Bind source access and tool use to identity, least privilege, data boundaries, and a named operating owner.
Review with authority
Give reviewers enough evidence, time, and decision rights to approve, reject, correct, or escalate an action.
Exceptions that stay visible
Route uncertainty and failure into a queue with priority, context, ownership, and a service expectation the team can honor.
Fallback before failure
Define the safe deterministic or human-operated path that keeps the workflow moving when the AI path is unavailable or unsuitable.
Rollback with evidence
Preserve the prior state, action record, and recovery steps needed to reverse a consequential change.
External frameworks provide context, not a substitute for judgment.
Map the requirements to the actual system.
NIST frames AI risk management across the design, development, use, and evaluation of AI systems. The European Commission describes risk-based obligations that include documentation, logging, human oversight, monitoring, robustness, and accuracy for covered uses.
Sources reviewed July 31, 2026. This page is not legal, compliance, or security advice.
Write the failure behavior before launch.
Use the evaluation and governance checklist to expose missing owners, tests, and recovery paths.
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