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The held-out benchmark keeps the 40-commit floor and the union of twelve-commit stratified draws. A training freeze passes floor=20 (never below the ratio) and the record carries ordinary_floor. When the union of twelve-commit draws cannot reach the count (small cells stay unallocated on every draw), one stratified draw of the full count is used; with count equal to the eligible commits that is every one of them. Co-Authored-By: Claude Fable 5.1 <[email protected]>