Principlev1PR-525
Review validation logs periodically to identify…
Review validation logs periodically to identify meta-patterns—systematic tendencies in how your schemas fail—rather than treating each validation as an isolated event.
Why This Is a Principle
Derives from Two-Level Metacognitive Architecture (metacognition monitors object-level processes) and Expertise as Domain-Specific Schema Organization (expertise is accumulated domain-specific schemas that don't transfer). The principle prescribes meta-level pattern detection across validation events. This is about building expertise in your own epistemic patterns.