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Few-shot optimization closeout: prototype+combo heads; WM gain confirmed K<=5; honest K>=10 tree recovery; docs+logs updated
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Full autonomous run: 8 proposals with real results (few-shot WM wins K<=10; zero-shot via multi-LoD 0.67; noisy/cross-LoD solved by baseline) + all code, results, derived data
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Few-shot baseline landscape: off-the-shelf methods cap at F1~0.48@K5, 0.53@K10 (ceiling 0.95) -> real headroom for a WM method
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Headroom diagnostic: few-shot has huge headroom (F1 0.41@K5 -> 0.95 full); long-tail/clean-noisy near-solved
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M2: reproduce official 3dSAGER matching (Bagging F1=0.946); add crawler snapshot
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