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The residual dichotomy of the bootstrap

Part of the fixed-cut archive, Chapter The fixed cut: remaining problems; the reading order is on the full proofs page.

Overview. This dossier proves Corollary 29.1, conditional on the quantified completion in Assumption 29.1. The completion remains an antecedent throughout.

  1. Match the stopping width and the near-worst parameter to the bootstrap, and choose a dimension threshold on which the published covariance window reaches the fixed completion time.

  2. Use Corollary 33.1 to supply the completion whenever the dimension’s worst Cheeger constant is sufficiently small.

  3. Apply the completion to an actual sequence of balanced near-minimizers. Its perimeter lower bound contradicts the assumed small Cheeger constant.

Refined statement.

Fences respected. The node has no registered bounded_by edges. The contextual constraints are respected as follows. The circularity warning Remark 32.6 is met by using the externally defined hn⋆\hstar_n and certified near-worst bootstrap, without inserting an unknown posterior profile bound. The crude-input warning Remark 33.5 is met by using the published polylogarithmic covariance window and retaining its log⁡log⁡n\log\log n loss. The relative-scale ceiling Remark 33.6 is respected: no all-measure dimension-free covariance bound is claimed. The spectator obstructions Proposition 29.1 and Proposition 29.2 are not bypassed: the completion is an explicit near-worst antecedent, and no uniform superlinear excess remainder is proved. The completion stays open, and the corollary’s dimension-dependent conclusion does not settle KLS.