ROUTE_QUESTION: What conditions make agent work accountable?

Map governance language to lifecycle responsibility.

This layer connects regulatory, privacy, risk-management, management-system, audit, evidence, substitution, incident, and enterprise-control search intents to Agentic Lifecycle Governance. It translates governance language into lifecycle objects: authority boundary, evidence chain, accepted outcome, substitution record, dispute, remediation, and closure. The auditability and assurance white paper supplies the companion auditability and audit-evidence chain source, while the insurability and risk transfer white paper is the public research edition companion for insurability and risk-transfer interpretation without claiming legal compliance proof, insurance advice, coverage opinion, or underwriting standard status.

BOUNDARY: NON_LEGAL_NON_CERTIFICATION

Boundary.

These pages provide author-analytical lifecycle governance mappings. They are not legal advice, legal compliance proof, certification, regulator-approved guidance, procurement recommendation, vendor ranking, or official standards-body guidance.

R3H_LAYER: REGULATORY_ENTERPRISE_GOVERNANCE

Governance mapping routes.

Each route is a source-qualified lifecycle governance mapping, not a legal conclusion.

Lifecycle governance

Lifecycle governance Source-qualified

AI Agent Governance

AI Agent Governance maps delegated agent work to lifecycle responsibility objects: authority boundaries, evidence chains, accepted outcomes, rollback, remediation, RCCS-M, and ALCS.

Authority BoundaryEvidence ChainAccepted OutcomeRollbackable Agent Workflows
Open governance mapping

MAS governance

MAS governance Source-qualified

Multi-Agent System Governance

Multi-Agent System Governance maps MAS coordination to human-role responsibility, evidence partitioning, responsibility transfer, dispute, remediation, and accepted outcome.

Human Role Responsibility MappingEvidence PartitioningResponsibility TransferCross-Project Reuse
Open governance mapping

Enterprise governance

Enterprise governance Source-qualified

Enterprise Agent Governance

Enterprise Agent Governance translates lifecycle responsibility into enterprise accountability, context boundaries, auditability, evidence retention, substitution, accepted outcome, and incident closure.

Enterprise AI Control EvidenceProject BoundaryContext BoundaryEvidence Retention
Open governance mapping

Compliance mapping

Compliance mapping Source-qualified

AI Agent Compliance

AI Agent Compliance maps compliance questions from model-centric governance to lifecycle responsibility: MRO, RCCS-M, ALCS, evidence, acceptance, remediation, and legal-review boundaries.

MRORCCS-MALCSEvidence Chain
Open governance mapping

Regulatory mapping

Regulatory mapping Source-qualified

EU AI Act and Agentic Systems

A cautious lifecycle governance mapping between EU AI Act themes and agentic system objects such as human oversight, transparency, record keeping, monitoring, contestability, and remediation.

Human OversightTransparencyRecord KeepingPost-Market Monitoring
Open governance mapping

Privacy mapping

Privacy mapping Source-qualified

GDPR and Agentic AI Evidence

A cautious lifecycle governance mapping for GDPR and agentic AI evidence: evidence minimization, data subject rights, processor chains, privacy-preserving validation, and retention boundaries.

Evidence ChainEvidence MinimizationEvidence PartitioningProcessor Chain
Open governance mapping

Risk framework mapping

Risk framework mapping Source-qualified

NIST AI RMF and Agentic Lifecycle Governance

A non-official mapping from NIST AI RMF Govern, Map, Measure, and Manage functions to agentic lifecycle governance concepts such as evidence chain, authority boundary, accepted outcome, monitoring, and remediation.

GovernMapMeasureManage
Open governance mapping

Management system mapping

Management system mapping Source-qualified

ISO/IEC 42001 and Agentic AI Management Systems

A cautious mapping between ISO/IEC 42001 AI management system language and agentic AI lifecycle responsibility objects, governance profiles, audit evidence, remediation, and continuous improvement.

AI Management SystemGovernance ProfileAudit EvidenceContinuous Improvement
Open governance mapping

Responsibility mapping

Responsibility mapping Source-qualified

Human Role Responsibility Mapping

Human Role Responsibility Mapping connects human roles to delegated authority, accepted outcome ownership, dispute ownership, remediation ownership, and cross-project reuse in AI agent systems.

Human RoleAgent RoleDelegated AuthorityAccepted Outcome Owner
Open governance mapping

Evidence governance

Evidence governance Source-qualified

AI Agent Evidence Retention

AI Agent Evidence Retention maps evidence chains, logs, evidence minimization, retention boundaries, privacy tension, replay, dispute, remediation, and lifecycle evidence partitioning.

Evidence ChainEvidence MinimizationRetention BoundaryEvidence Partitioning
Open governance mapping

Substitution governance

Substitution governance Source-qualified

Vendor and Runtime Substitution Conformance

Vendor and Runtime Substitution Conformance maps model, runtime, tool, vendor, prompt, and harness substitutions to authority continuity, evidence continuity, accepted outcome continuity, RCCS-M, and ALCS.

Substitution RecordAuthority ContinuityEvidence ContinuityAccepted Outcome Continuity
Open governance mapping

Incident governance