AI agents

Tracing and logging multi-agent runs

• A Trace for a Multi-Agent Run: What to Record Across Hops
• A Partial Return That Reaches the Customer: Reproducing From Logs
• A Trace Schema for Tool Calls: Fields That Make a Run Replayable
• A Trace Schema That Proves Depth Was Obeyed
• A Trace UI for Multi-Agent Runs: What a Debugger Needs
• Audit Log Schema for Delegated Tasks: Proving What Happened
• Joining a Trace to the Audit Log: Linking Runs to Outcomes
• OpenTelemetry for LLM Agents: Mapping Spans to Conventions
• Sampling Traces Without Missing the Failures That Matter
• What the Orchestrator Logs at Each Delegation Hop
• What to Log at Each Delegation Hop