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How to ThinkIn the Age of AI
Principlev1PR-552

Inventory specific situations where your old schema produced

Inventory specific situations where your old schema produced accurate predictions, then test whether your new schema also handles those cases before replacing the old model.

Why This Is a Principle

Derives from The performance of an agent is bounded by the accuracy… (world model accuracy bounds performance), Learning occurs when outcomes differ from predictions… (learning from prediction error), and Expert performance in complex domains requires deliberate… (expert performance requires deliberate practice). This is actionable protocol for TESTING backwards compatibility. Not foundational but derived from how learning and validation work.