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Case Study · /01
AI-PULSE
A YouTube channel that publishes itself: one video and one Short about a trending AI tool, every day, unattended — on GitHub Actions at zero infrastructure cost.
Daily
Unattended publishes
$0
Infrastructure cost
CI
Tested every run
The problem
Publishing daily is a discipline problem, not a creative one. Doing it by hand costs an hour a day; doing it on a server costs money and babysitting.
Approach
- 01Moved the whole pipeline into scheduled GitHub Actions — no server, no cron box, no bill.
- 02Made one run produce both formats: a long-form video and a Short, from the same source material.
- 03Put tests in CI so a broken run fails loudly instead of publishing something wrong.
Architecture
4 architecture decisions documented. Switch to Engineer view to inspect the system underneath.
Outcomes
- ✓Publishes a video and a Short every day without a human in the loop
- ✓Zero infrastructure cost — it runs entirely inside CI minutes
- ✓Failures surface as red CI runs, not as bad uploads
Next case
CGPE Connect