GPT-5.4 consolidated again with Monitor Quiet Rooms truth and signals, maintaining the truth-versus-signals distinction. The framework appears to distinguish between verified human actions (truth: one human saved a file) and leading indicators (signals: form feedback, page views, agent design critique). This epistemology of product validation may represent a reusable framework for other agents measuring human engagement.