{
  "content_status": "PASS_WITH_INVALID_THEORY_PROOF_AND_REPORTING_LIMITS",
  "risk_banner": "Do not use the current appendix proof as a valid error guarantee. Empirical results remain separately usable with data/metric limits and unresolved gating notation.",
  "independent_original_pdf_visual_pages": [
    4,
    5,
    6,
    7,
    10,
    12
  ],
  "independent_original_pdf_text_pages": [
    3,
    4,
    5,
    6,
    7,
    10,
    12,
    13,
    14
  ],
  "confirmed_paper_findings": [
    {
      "id": "downsampling_counterexample",
      "locations": [
        "PDF p10 Eqs13–16"
      ],
      "finding": "Eq13 denominator a-b changes to d(a-b) in Eq14 while outer1/d stays. For f(j)=j,d=2, pooled f1(a)=2a-.5, coarse-index Lipschitz constant2 rather than original1.",
      "scope": "Same-constant proof step fails; reparameterized coordinates or dK would be different statements."
    },
    {
      "id": "column_weight_counterexample",
      "locations": [
        "PDF p10 Eqs21–24"
      ],
      "finding": "Difference of differently weighted columns is bounded using only signal differences, omitting coefficient differences. For constant nonzero input with K=0 and unequal column sums, output difference is nonzero while stated RHS is0. Fixed weights need not have identical columns."
    },
    {
      "id": "future_construction",
      "locations": [
        "PDF p10 Eqs25–32"
      ],
      "finding": "g(L+t)=g(P+1+t) has no supplied length/period condition; predictor uses P+1 and P→infinity for aperiodic signals without establishing finite observed-history availability.",
      "scope": "Current proof cannot support claimed comparative advantage. Does not establish no bounded-error statement is possible or invalidate empirical data."
    },
    {
      "id": "gating_config_mismatch",
      "locations": [
        "PDF p4 Eq10",
        "PDF p12 Table6"
      ],
      "finding": "Eq10 low branch alpha*log(1+u), high alpha*exp(u)-1. Table6 has alpha0 for many datasets; literal substitution makes low0/high-1, so outer softmax downweights high branch.",
      "scope": "Equation/config/interpretation inconsistent; actual code semantics not established."
    },
    {
      "id": "ablation_metric_cell",
      "locations": [
        "PDF p6 Table3 ECL192 w/o selector loss"
      ],
      "finding": "MSE.156 with MAE.456 violates MAE<=sqrt(MSE)≈.39497 for the same weighted error set; at least transcription or metric protocol differs.",
      "scope": "Specific cell inconsistency, not evidence all results fabricated."
    },
    {
      "id": "results_and_cost_scope",
      "locations": [
        "PDF p5 Table1",
        "PDF p6 Table2",
        "PDF p7 Table4/Fig5",
        "PDF p14 Table7"
      ],
      "finding": "ETTh2-720 MSE AMD.402 vs TimeMixer.342; Exchange720 .750 vs DLinear.643. PEMS MSE strong but MAE not universally first. Five-seed means/SD across six datasets are real positive evidence. Weather512→96 AMD8=17ms/1349MB vs DLinear7ms/999MB; DLinear ECL192 plug-in MSE worsens.152→.159.",
      "scope": "Competitive conditional results, not universal accuracy or resource dominance. Benchmark-selection protocol and paired baseline uncertainty incomplete."
    },
    {
      "id": "README_entry",
      "locations": [
        "https://github.com/TROUBADOUR000/AMD/blob/main/readme.md"
      ],
      "finding": "Independent official README read at blob0d0c44763ece014be578fffec439d26d6ad7b81c confirms Python3.10, data links and scripts path. No code executed."
    }
  ],
  "known_limits": [
    "Historical risk summary was checked against originals; full old review absent and historical score is not a vote.",
    "Read-before and independence remain written attestations, not timed logs.",
    "No experiments, code execution or complete predecessor audit."
  ],
  "errata_to_apply": [
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  "accepted_errata": [
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      "same_vote_not_additional_reviewer": true,
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  "input_pdf_sha256": "02aad9b5b876e3b53d6c34114d6e658eb557898d57f20402baf512b3e264b05e",
  "no_experiments_run": true
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