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Checked every 2001.04536 / 2402.01868 citation against the full texts now in docs/evidence. Two quotation-marked sentences were not in the papers; the Helmholtz 49x figure does not exist and the 64x Klein-Gordon one belongs to architecture+annealing, not architecture alone; the Wang 1e5 Hessian number is a max eigenvalue, not a max/min ratio. Section, table and figure pointers fixed.