af-create-log

To add structured workflow logs with ISO 8601 timestamps, append NDJSON entries to agentic/outputs/{workflow-id}/logs.ndjson. Each entry requires defined level, step, and message fields to ensure machine-readable traceability for debugging and auditing.

Recording progress milestones and errors in Agentic Forge workflows is done by appending structured NDJSON entries to a dedicated logs.ndjson file. This creates stable, append-only audit trails for post-run analysis and debugging.

You create an append-only audit trail for workflow debugging by writing structured NDJSON entries to agentic/outputs/{workflow-id}/logs.ndjson. This approach records progress milestones, warnings, and critical errors with explicit level and step fields.

Yes, you can use NDJSON to log warnings and decision context for post-run analysis. The Skill writes structured entries with ISO 8601 timestamps, level, step, and message fields directly into the workflow's logs.ndjson file.

Agentic Forge logging requires specific fields for each NDJSON entry: level, step, and message. These defined fields, combined with automatic ISO 8601 timestamps, ensure consistent and machine-readable records for workflow auditing.

You need structured NDJSON logs instead of plain text when you require machine-readable records for debugging and auditing. NDJSON provides explicit level and step fields alongside ISO 8601 timestamps for reliable traceability during post-run analysis.