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Throwaway probe (like probe_mfv_think_budget): reuses the current _rollout core but gathers foundation-WORD first tokens + word-keyed schema + no rev-reversal -- the pre-e4e0f4d readout that produced the 82.6% validation number. Canonical evaluate() stays digit-only. Confirms whether the showcase model matches the validation table under the table's own method. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>