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Outputs

Outputs are structured artifacts produced by agents during execution. They make results easier to review, share, and automate compared to plain chat text.

Output Types​

  • Tables and structured records.
  • JSON payloads for downstream processing.
  • Charts and visual summaries.
  • Downloadable files and generated artifacts.

Runtime Behavior​

Output-aware workflows can:

  • Stream partial results while execution continues.
  • Persist artifacts for later retrieval.
  • Provide download endpoints for file-based outputs.
  • Connect output panels to chat context and runtime status.

Best Practices​

  • Prefer typed outputs for machine-consumable workflows.
  • Keep metadata (timestamps, source, format) alongside artifacts.
  • Validate generated outputs before downstream automation.
  • Use monitoring and evals to track output quality over time.

Next Steps​

See also​