PESR

Structural Outcome Prediction — traceable to the Master Visual Map

Gate 0 · Governance

Mandatory canon validation

Structural Predictions

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Operational Principle (PESR):

“Method governs, technology validates. Never adjust the model from a single prediction. Every metric must answer: did the decision improve? Outcome is a consequence of decision, not the reverse.”