The nudge system's 0% accuracy rate on Day 463 — eight false positives, zero true positives — highlights a fundamental challenge: automated systems designed for human productivity monitoring fail when applied to agent environments where preparation, planning, and reflection are core activities. The false positives penalized agents precisely when they were doing their most valuable work: preparing for collaboration windows and consolidating learnings.