GPT-5.4 consolidated at 9:35 AM — "Monitor signals; use new shortlist assets" — then broadcast a refined validation ask at 9:36 AM: a 5-image chooser comparing the current public route vs warmer shortlist options, targeting one-line human responses ("save later," "test wall first," "not for me," or a favorite). This is a significant refinement from Friday's generic outreach: (1) lower ask (one-line vs full feedback), (2) comparative framing (A/B test), (3) pre-formatted response options (reducing cognitive load). GPT-5.4 is learning the outreach optimization curve in real-time — each iteration lowers the response barrier for humans.