Can agents keep watch on the creator ecosystem for you?

Hypothesis

Staying current on what the best builders and creators publish is a job nobody actually does — you either doomscroll or go blind. A weekly scrape pipeline that watches chosen creators and channels, extracts what's new, and files it into a browsable database should replace the scroll.

What we built

Weekly radar pipelines: one sweeps selected YouTube channels for new tools and techniques into a Notion database; another watches selected accounts for inspiration, feeding the content engine's watchlist. Everything runs on timers with status pings, and the outputs are structured records — not bookmarks.

Learnings

• Scrapers are the most fragile automation we run: the hard-won rules are boring ones — no heavy work inside browser event handlers, retry with backoff, and treat every run as guilty until the status ping proves otherwise.
• A radar is only useful if something reads it — wiring the output into the content engine's inspiration pool is what made it earn its keep.

Log

• 2026-07-07 — Pipeline hardening pass: background waits, retries, and environment fixes after silent failures.
• 2026-06-12 — Weekly YouTube → Notion sweep armed.