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Guided workflows are the highest-quality path for full productions. Agents should treat layz_get_current_step as the source of truth after every action.

Core run tools

Commentary content tools

Automatic vs guided

Agent rules of thumb

  • Do not use layz_analyze_videos for Generic Commentary
  • Save timestamped visualNotes on the downloader step after inspecting frames
  • Prefer advancing only when the current module’s exit criteria are met
  • After export, wait with layz_wait_for_processing (kind: export)
  • Return publication title with the final links
Human UI twin: Generic Commentary.