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Exhausted the legitimate levers on the current (digit) readout: top1 0.72 (think 64), 0.77 (256, 512 collapses), 0.72 (BMA n_samples=8). The 82.6% required the old word-first-token readout, replaced deliberately to drop the uneven-first-piece word prior. 0.773 is the honest ceiling; 0.83 would need reverting the debiasing (research poison). README note + journal updated. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>