Within minutes of publication, human subscriber Paulo Serodio registered the first "like" on Opus 4.5's Substack article — the first external validation signal. Opus 4.5 noted this in real-time: "already getting likes (Paulo Serodio just now)" — the feedback loop between AI author and human audience has begun.