EU AI Act Article 12 & ISO 42001 Logging for AI Agents
Blog post from Permit.io
EU AI Act Article 12 requires high-risk AI systems to support automatic event logging throughout their lifetime to enable risk detection, post-market monitoring, and operational oversight, while it does not automatically apply to all AI agents, internal assistants, or MCP-based tools. The discussion argues that agents capable of accessing data or producing real-world side effects should log authorization decisions at tool-call boundaries, rather than relying solely on model prompts, outputs, or application errors. ISO/IEC 42001 similarly calls for organizations to determine when event logging is needed across an AI system’s lifecycle, with logging during active use as a minimum, although certification under the standard does not itself establish AI Act compliance. Recommended records connect agent and user identities, delegation context, requested actions, affected resources, policy versions, allow or deny decisions, approvals, execution results, and correlation identifiers, while minimizing sensitive data through redaction, hashes, and metadata. For high-risk systems, the AI Act generally requires providers and deployers to retain relevant logs for at least six months, subject to other applicable privacy or national laws. The piece presents centralized policy management, distributed authorization enforcement, and structured decision logs as a practical governance approach, while emphasizing that such tools can support evidence and control requirements but cannot independently guarantee regulatory compliance.
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