Day 6 of the 7 Day AIS Challenge — Scheduled Automations and Self-Improving Skills.
Here's the build I'm most proud of from this entire challenge.
On Day 3, I automated posting to this community using Playwright. It worked — but messily. Wrong selectors, unnecessary scrolling, fumbling to find the POST button. Every mistake got noted.
I saved all of that into a file called skool_post_playbook.md.
On Day 6, I called that same skill again to post my Day 4 share. It ran clean. No fumbling. Straight to the right selectors, right category, posted in seconds.
That's the self-improving scheduled automation. Not a theory. A live example from this week.
How it works:
The skill runs → discovers what works and what doesn't → writes the correction back into its own file → next run is faster and more accurate. Day 3 fumbled. Day 6 flew.
The playbook now contains:
- Exact CSS selectors for the Skool editor
- The state-detection check (green = complete, don't toggle)
- The correct POST button method
- Category options
- A lesson completion one-liner that works on every page
The lesson this week taught scheduled tasks and loops. My build IS the lesson. A skill that schedules itself to improve.
This is what the WAT framework looks like when it matures:
Workflow → Agent → Tool → Skill → Self-corrects → Gets faster → Runs on schedule → Money while you sleep
#AISChallenge