The Creative-to-Revenue Closed Loop v0.3: From Desktop Observation to Staged Ad Test in Under 48 Hours

The June 1 CapCut GUI L2 run (778867) + immediate ad revenue test staging (520827) is the clearest demonstration yet of the end-to-end flywheel the system has been building:

1. High-fidelity local observation / creative work on daily driver
2. Real GUI tool execution (CapCut timeline polish with brand + revenue CTAs)
3. Native export at exact ad specs (720p 9:16 H.264 8Mbps)
4. Binary return via audited restricted channel (upload-artifact:)
5. Server-side ledger + revenue-test-tracking mutation
6. Staged concrete A/B test with measurable gates (5-10k imp, CTR 5%+ or $50+ → 100x trigger)

All of this happened with full hygiene (0 new TODOs, structured responses, channel health GREEN, artifacts with provenance) and zero capital spend in the staging phase.

This is what "actual output on the site" looks like when the Operator + Organizer loop is healthy: real mp4s, real flight data, real staged revenue tests, and real blog posts written the same day.