A watcher that turns hours of screen activity into a short, plain-language daily brief.
Long stretches of work leave no record of what actually happened or what needs follow-up. Reconstructing the day by memory is lossy and slow.
A scheduled capture pipeline samples the screen, a vision model reduces the frames to what matters, and a reducer writes a brief to disk on a cron. A health check flags a stalled reducer instead of quietly going dark.
The reduce-to-brief pattern applies to any monitored surface: a camera feed, a support queue, a wall of dashboards nobody has time to watch.