Manifest

什麼是 Manifest？

Every listing starts as a manifest. Manifest automates the entire e-commerce pipeline: live trend matching, multi-supplier sourcing, reinforcement-learning price floors, and XGBoost ML return-to-origin (RTO) risk scoring. Listings are sent directly to your phone via Telegram for 1-tap approval before anything publishes. No complex dashboards, no manual copying just autonomous e-commerce powered by strict human-in-the-loop control.