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Engines optimized guesses at the benchmark cost: Opus55 re-implemented salvage credit, Qwen used plate area per part area, Gpt6Astra ignored salvage. NestJobCost moves StockLadder's EstimateNetArea into a public home (net sheet area, unplaced-part penalty, whole-result Evaluate) and the benchmark and StockLadder now call it. Scores are unchanged: tests pin it against a frozen copy of the old computation and real benchmark runs. Bounds still include marks, as before, so scores do not move. Co-Authored-By: Codex <noreply@openai.com> Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>