Pattern A: Utility pipeline (one job)
Best for download, remove text, or enhance only.layz_download_media, layz_remove_text, layz_enhance_media, layz_get_run, layz_show_run.
Pattern B: Guided workflow (Commentary)
Best for script + voice + edit + export.Pattern C: Existing editor project
Prompting tips that improve results
- State the end state (“exported MP4 + title”)
- Say automatic vs guided for scripts
- Paste URLs or file ids explicitly
- Ask the agent to call
layz_get_current_stepafter each module - Ask for frame QA before you publish
- Keep human review for brand safety and factual claims
What success looks like
You receive:- Workflow and/or editor URLs
- Export download URL
- Short summary of what changed
- Optional publication title

