Principlev1
Diagnose which component of your schema failed by examining
Diagnose which component of your schema failed by examining the pattern of prediction errors rather than treating each failure in isolation.
Why This Is a Principle
Derives from Patterns Exist in Hierarchical Logical Levels (hierarchical patterns), Schemas as Knowledge Organization Structures (schemas organize knowledge), and Expertise as Domain-Specific Schema Organization (schemas as structure of expertise). This principle tells you HOW to learn from prediction failures by looking at patterns across errors to identify structural versus surface-level problems.