Principlev1
When confidence spikes, increase scrutiny
When confidence spikes, increase scrutiny proportionally—high certainty is a warning signal that neural gating against disconfirmation has activated.
Why This Is a Principle
Directly derives from the Rollwage findings cited in L-0086, which demonstrated that confidence creates a neural gate reducing processing of disconfirming evidence. Systematic Overconfidence Taxonomy (systematic overconfidence) provides the axiom. The principle inverts the intuitive response—treating confidence as a trigger for more investigation, not less.