Rumble Strip: Real-Time Warnings for Outside-the-Frontier AI Delegation

A plug-in for enterprise AI assistants that recognizes when a knowledge worker is delegating a task type where AI assistance has been shown to reduce accuracy, and flashes a 'verify independently' warning — keeping the productivity upside while guarding the known failure mode.