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Microsoft's SkillOpt trains one natural-language skill document while the target model stays frozen. A Codex-trained SpreadsheetBench skill scored 81.8 inside Claude Code, above that harness's own 80.4 in-domain result. All transfer rows land above the target's no-skill baseline.
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