| Persona | Story | |---------|-------| | | As a creator, I want the system to tell me instantly if my video is broken or violates policy so I can fix it before publishing. | | Regular Viewer | As a viewer, I want to see a “verified” badge on videos that have passed all checks, so I know the content is safe and works. | | Moderator | As a moderator, I need a filtered queue of videos that failed any check, with detailed error logs, so I can act quickly. | | Product Analyst | As an analyst, I want a dashboard that shows the health‑status trend of all videos over time, so I can spot systemic issues. | | Ads System | As the ad‑placement engine, I need to know only videos that have a clean checked_upd can be monetised. |
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