When the Humans Can No Longer Check the Machine
Human oversight needs qualified reviewers, independent evidence, usable stop controls, and enough time to act. Test practical readiness and preserve a working fallback before granting agents authority.
human judgment
Capability Debt: When AI Productivity Weakens the Expert Pipeline
TL;DR Capability debt is the future cost and operational risk created when an organization removes high-learning work faster than it rebuilds independent judgment, reviewer capacity, and succession depth. AI can improve cycle time and artifact quality while quietly reducing the practice loops through which people learn to frame unfamiliar problems, validate evidence, handle failure, and … Explore: Capability Debt: When AI Productivity Weakens the Expert…