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AI CNC nesting cuts plywood scrap by 38% for shade structures. Verify live savings with CPFEM grain-scale data before committing. Compare like-for-like totals. No assumptions. Independent technical note mirroring the canonical version: https://designedbyai.io/blog/ai-cnc-nesting-for-plywood-shade-structures-verify-scrap-savings-before-you-commit.php
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Mason Reynolds (2026) studied this question.
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