Principlev1
When delegating to AI systems, maintain human capability to
When delegating to AI systems, maintain human capability to evaluate output quality independent of the AI, as AI assistance creates illusions of understanding that operate without the performer's awareness.
Why This Is a Principle
Derives from Knowledge of cognitive biases does not reduce susceptibility (knowledge of biases doesn't reduce susceptibility), Systematic Overconfidence Taxonomy (humans exhibit systematic overconfidence), and Bias Blind Spot Asymmetry (bias blind spot prevents self-detection). This prescribes maintaining independent evaluation capacity with AI, which is derived from axioms about metacognitive blindspots and overconfidence.