METHODOLOGY / RECEIPTS

If you disagree with a score, the receipts are attached.

The verifier fetches the masked public receipt and methodology contract, then recomputes channel aggregation, six attributes, Craft, Memory, and geometric fusion in this browser. Raw prompts, private weights and golden-set membership never cross the boundary.

01 / BIND

Formula hash

The receipt must name the exact public methodology configuration it was scored against.

02 / REBUILD

Public projection

Channel scores and effective weights rebuild attributes; public lens weights rebuild the final number.

03 / COMPARE

Five checks

Configuration, attributes, lenses, fusion and classifications must all match within strict numeric tolerance.