agent-audit-logging

Audit logging for multi-agent systems requires defining a structured event schema to capture invocations, tool calls, decisions, and handoffs. This creates traceable chains that reconstruct agent behavior timelines for compliance reporting and incident forensics.

Agent traceability builds a parent-child graph and trace timeline to replay execution paths across a multi-agent workflow. It supports incident forensics by providing complete evidence of actions taken, why decisions were made, and where tool failures occurred during escalation.

Generate compliance reports by capturing structured audit events across your agent execution pipeline, then summarizing tool usage, errors, and token consumption. This produces governance-focused summaries showing which rules were met within a selected time window.

Yes, you can reconstruct an agent decision timeline by exporting the traceability chain from your audit logs. This builds a forensic timeline replaying the full execution path, showing exactly where tool failures triggered human escalation.

A structured audit event schema for governance should capture consistent, queryable fields for agent invocations, tool calls, decisions, responses, errors, handoffs, and token usage. This enables traceability graphs and real-time operational dashboards.

Audit logging integrates with retention-aware storage to maintain structured logs over defined periods. This ensures traceable, compliant agent activity records remain available for governance reporting and historical incident forensics.