Term Kind Topic What it is
Automation Ratchet Residual Difficulty, Hard-Case Concentration concept Human in the Loop The effect where improving automation makes the cases reaching humans systematically harder, so reviewer throughput falls and error rates rise even as the overall system improves.
Escalation Threshold practice Human in the Loop The rule determining when a model's output is acted on automatically and when it is routed to a person.
Human-in-the-Loop Design pattern Human in the Loop Placing human review at the points where model error is consequential, designed so the review is genuinely effective rather than nominal.