Patterns must survive more than a compelling anecdote
Pattern candidates are logged with entity, threshold, sample, baseline, effect, training result, holdout result, conflicts, and freshness. “Due” logic is never used; past misses do not make a future hit inevitable.
Operational principles
- Chronological holdout testing
- Minimum sample gates
- Baseline comparison
- Conflict and retirement states
The implementation is reviewed against published results and is expected to change when new evidence justifies a documented revision.