Application-embedded controls that allow users to review, approve, or modify agent outputs before they are executed or shared.
AI/ML / Multi Agent Refarch / Capabilities / DEV
Human-in-the-loop output review
CCC.MARefArc.CP02
Related Threats
| ID | Title | Description |
|---|---|---|
| CCC.MARefArc.TH15 | Reputational harm from offensive or misleading outputs | The system generates offensive, misleading, or inappropriate outputs, or is manipulated into doing so, that are attributed to the organization, with reputational and regulatory impact when output filtering and human review are insufficient. |
| CCC.MARefArc.TH16 | Confident hallucination and fabricated facts | Lacking ground truth and faced with ambiguous prompts or helpfulness-biased tuning, the model fabricates plausible but false facts, figures, or citations, presented with high fluency that makes errors hard to catch and likely to be acted upon. |
| CCC.MARefArc.TH25 | Non-compliant outputs and model-risk-management gaps | AI-generated advice, marketing, or communications that fail KYC, suitability, disclosure, record-keeping, or model-risk-management expectations create regulatory exposure; weak supervision and accountability lines turn this into direct non-compliance. |