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AI/ML / Multi Agent Refarch / Capabilities / DEV

Cross-layer telemetry collection

CCC.MARefArc.CP23

Captures logs, traces, metrics, and events emitted by every layer to support debugging, auditability, distributed tracing, and operational monitoring across the request lifecycle.

Related Threats

IDTitleDescription
CCC.MARefArc.TH24Lack of explainability and traceable rationaleBlack-box foundation models produce outputs without traceable rationale, leaving the firm unable to justify AI-driven decisions to regulators, stakeholders, or customers and allowing latent errors or biases to go undetected; observability and human oversight are the principal mitigating surfaces.