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raw J-lens misweights structural (high-frequency) tokens + full-rank Jacobian; shrinkage J+lambda I as untested next experiment
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zero frequency in their code+data, add --skip_first/--source_mean mirror mode
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correctness test (last-layer identity), auditable fact-check, mechanism narrative fix, softened conditional-predictability claim, README data-prep + artifacts note
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synthetic-pair CIs + corruption caveat, accurate fact-check, softened burden-of-proof, LayerNorm note, reviews caveat
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frequency control (incl. template-lens high-frequency note); preempt 'they have controls' strawman
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README rewrite with repro steps; reviews -> docs/reviews
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