Coherence Overfitting Guard
Applicability
Any AI system generating analysis, synthesis, or recommendations from evidence
Known objections
- Slows down analysis cycles
- Difficult to detect without external ground truth
Crystallization threshold
88% supporting content must reach crystallized state
Clauses accumulate through active synthesis. Query the corpus →