{ "generatedUtc": "2026-05-12T03:08:33.4873339Z", "modelId": "mq-blake3:f5ea826f4ad276ba78a5e0c62417df1e42543230f648c33a50c2fbcc8b81d20c", "architectureFamily": "Qwen3.6-35B-A3B", "summary": { "badTradeEliminations": 66, "synergySecondChanceReinstatements": 11, "finalKldCleanupEliminations": 18, "disabledBaselines": 0, "structuredBadTradeRows": 66, "structuredSynergySecondChanceRows": 11 }, "thresholds": { "maxSizeDeltaPercent": 4, "kldMultiplier": 2.5, "pplMultiplier": 3.5, "floatingPointEpsilon": 1E-08 }, "badTrades": [ { "Scope": "group", "GroupName": "embeddings", "RemovedCandidate": "IQ3_M", "AcceptedAnchor": "IQ4_XS", "Reason": "Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "RemovedSizeBytes": 68108269984, "RemovedSizeGB": 68.108269984, "RemovedSizeGiB": 63.430769354104996, "RemovedKld": 0.011578, "RemovedPplDeltaPercent": -0.9802883770001846, "AnchorSizeBytes": 68159920544, "AnchorSizeGB": 68.15992054399999, "AnchorSizeGiB": 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|PPL| x75.76).", "RemovedSizeBytes": 68239382944, "RemovedSizeGB": 68.23938294400001, "RemovedSizeGiB": 63.55287781357765, "RemovedKld": 0.005255, "RemovedPplDeltaPercent": 0.049287849481275035, "AnchorSizeBytes": 68306925984, "AnchorSizeGB": 68.306925984, "AnchorSizeGiB": 63.61578217148781, "AnchorKld": 0.004131, "AnchorPplDeltaPercent": 0.000650606646735409, "SizeDeltaPercent": 0.09888168590081343, "KldRatio": 1.272089082546599, "PplAbsRatio": 75.75675675708182 }, { "Scope": "group", "GroupName": "lm_head", "RemovedCandidate": "IQ2_M", "AcceptedAnchor": "Q6_K", "Reason": "Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).", "RemovedSizeBytes": 68239382944, "RemovedSizeGB": 68.23938294400001, "RemovedSizeGiB": 63.55287781357765, "RemovedKld": 0.005255, "RemovedPplDeltaPercent": 0.049287849481275035, "AnchorSizeBytes": 68306925984, "AnchorSizeGB": 68.306925984, "AnchorSizeGiB": 63.61578217148781, "AnchorKld": 0.004131, "AnchorPplDeltaPercent": 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1.0012264295569524, "PplAbsRatio": 4.085730400451172 }, { "Scope": "group", "GroupName": "attn_q", "RemovedCandidate": "IQ3_M", "AcceptedAnchor": "Q4_K_S", "Reason": "Reason: small size gain (0.04%) but disproportionate damage (KLD x1.39, |PPL| x4.21).", "RemovedSizeBytes": 67919894944, "RemovedSizeGB": 67.919894944, "RemovedSizeGiB": 63.2553314268589, "RemovedKld": 0.013573, "RemovedPplDeltaPercent": 0.5600316511341542, "AnchorSizeBytes": 67948468640, "AnchorSizeGB": 67.94846864, "AnchorSizeGiB": 63.2819427549839, "AnchorKld": 0.009742, "AnchorPplDeltaPercent": 0.13288201160540478, "SizeDeltaPercent": 0.04205200878240131, "KldRatio": 1.3932457400944365, "PplAbsRatio": 4.214503109699882 }, { "Scope": "group", "GroupName": "attn_q", "RemovedCandidate": "IQ3_S", "AcceptedAnchor": "Q4_K_S", "Reason": "Reason: small size gain (0.04%) but disproportionate damage (KLD x1.39, |PPL| x4.21).", "RemovedSizeBytes": 67919894944, "RemovedSizeGB": 67.919894944, "RemovedSizeGiB": 63.2553314268589, 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damage (KLD x1.59, |PPL| x135.44).", "RemovedSizeBytes": 68874181024, "RemovedSizeGB": 68.87418102400001, "RemovedSizeGiB": 64.14407959580421, "RemovedKld": 0.011101, "RemovedPplDeltaPercent": 0.39057499560400344, "AnchorSizeBytes": 68875327904, "AnchorSizeGB": 68.875327904, "AnchorSizeGiB": 64.14514771103859, "AnchorKld": 0.006972, "AnchorPplDeltaPercent": 0.0028837700017554234, "SizeDeltaPercent": 0.0016651535969433749, "KldRatio": 1.5922260470453242, "PplAbsRatio": 135.43902439038155 }, { "Scope": "group", "GroupName": "attn_kv", "RemovedCandidate": "IQ2_S", "AcceptedAnchor": "IQ3_M", "Reason": "Reason: small size gain (0.00%) but disproportionate damage (KLD x1.78, |PPL| x159.16).", "RemovedSizeBytes": 68873853344, "RemovedSizeGB": 68.873853344, "RemovedSizeGiB": 64.14377442002296, "RemovedKld": 0.01244, "RemovedPplDeltaPercent": 0.45899419729206936, "AnchorSizeBytes": 68875327904, "AnchorSizeGB": 68.875327904, "AnchorSizeGiB": 64.14514771103859, "AnchorKld": 0.006972, 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|PPL| x242.98).", "RemovedSizeBytes": 68873525664, "RemovedSizeGB": 68.873525664, "RemovedSizeGiB": 64.14346924424171, "RemovedKld": 0.015625, "RemovedPplDeltaPercent": 0.7007033585370028, "AnchorSizeBytes": 68875327904, "AnchorSizeGB": 68.875327904, "AnchorSizeGiB": 64.14514771103859, "AnchorKld": 0.006972, "AnchorPplDeltaPercent": 0.0028837700017554234, "SizeDeltaPercent": 0.002616669938053875, "KldRatio": 2.2411072862880093, "PplAbsRatio": 242.98170731731972 }, { "Scope": "group", "GroupName": "attn_output", "RemovedCandidate": "Q6_K", "AcceptedAnchor": "Q8_0", "Reason": "Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).", "RemovedSizeBytes": 68807907744, "RemovedSizeGB": 68.80790774399999, "RemovedSizeGiB": 64.0823577940464, "RemovedKld": 0.004456, "RemovedPplDeltaPercent": -0.1593810444874346, "AnchorSizeBytes": 68828223904, "AnchorSizeGB": 68.828223904, "AnchorSizeGiB": 64.1012786924839, "AnchorKld": 0.00416, "AnchorPplDeltaPercent": 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"KldRatio": 1.0384224779959377, "PplAbsRatio": 44.201612903221736 }, { "Scope": "group", "GroupName": "ffn_up_gate", "RemovedCandidate": "UD-Q5_K_S", "AcceptedAnchor": "UD-Q5_K_XL", "Reason": "Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).", "RemovedSizeBytes": 40642501024, "RemovedSizeGB": 40.642501024, "RemovedSizeGiB": 37.8512786924839, "RemovedKld": 0.006135, "RemovedPplDeltaPercent": -0.1927554070687557, "AnchorSizeBytes": 40713804192, "AnchorSizeGB": 40.713804192000005, "AnchorSizeGiB": 37.9176849424839, "AnchorKld": 0.005908, "AnchorPplDeltaPercent": 0.004360822929488763, "SizeDeltaPercent": 0.17513265934017194, "KldRatio": 1.0384224779959377, "PplAbsRatio": 44.201612903221736 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "UD-Q4_K_S", "AcceptedAnchor": "Q5_K_S", "Reason": "Reason: small size gain (2.04%) but disproportionate damage (KLD x1.30, |PPL| x8.25).", "RemovedSizeBytes": 53640124832, "RemovedSizeGB": 53.640124832, "RemovedSizeGiB": 49.9562591612339, "RemovedKld": 0.008324, "RemovedPplDeltaPercent": 0.24603481624758225, "AnchorSizeBytes": 54758955424, "AnchorSizeGB": 54.758955424, "AnchorSizeGiB": 50.9982513487339, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305, "SizeDeltaPercent": 2.043191991769868, "KldRatio": 1.2957658779576589, "PplAbsRatio": 8.245138479669718 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "UD-Q3_K_XL", "AcceptedAnchor": "Q5_K_S", "Reason": "Reason: small size gain (2.53%) but disproportionate damage (KLD x1.33, |PPL| x8.08).", "RemovedSizeBytes": 53371689376, "RemovedSizeGB": 53.371689376, "RemovedSizeGiB": 49.7062591612339, "RemovedKld": 0.008546, "RemovedPplDeltaPercent": 0.24116405837874938, "AnchorSizeBytes": 54758955424, "AnchorSizeGB": 54.758955424, "AnchorSizeGiB": 50.9982513487339, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305, "SizeDeltaPercent": 2.5334048782676066, "KldRatio": 1.3303237858032377, "PplAbsRatio": 8.081909251619916 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "UD-IQ4_XS", "AcceptedAnchor": "Q5_K_S", "Reason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).", "RemovedSizeBytes": 53329746336, "RemovedSizeGB": 53.32974633600001, "RemovedSizeGiB": 49.6671966612339, "RemovedKld": 0.008649, "RemovedPplDeltaPercent": 0.15586425180235594, "AnchorSizeBytes": 54758955424, "AnchorSizeGB": 54.758955424, "AnchorSizeGiB": 50.9982513487339, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305, "SizeDeltaPercent": 2.610000641782878, "KldRatio": 1.3463574097135742, "PplAbsRatio": 5.223335297583779 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "UD-Q3_K_M", "AcceptedAnchor": "Q5_K_S", "Reason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).", "RemovedSizeBytes": 53329746336, "RemovedSizeGB": 53.32974633600001, "RemovedSizeGiB": 49.6671966612339, "RemovedKld": 0.008649, "RemovedPplDeltaPercent": 0.15586425180235594, "AnchorSizeBytes": 54758955424, "AnchorSizeGB": 54.758955424, "AnchorSizeGiB": 50.9982513487339, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305, "SizeDeltaPercent": 2.610000641782878, "KldRatio": 1.3463574097135742, "PplAbsRatio": 5.223335297583779 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "IQ4_XS", "AcceptedAnchor": "Q5_K_S", "Reason": "Reason: small size gain (3.08%) but disproportionate damage (KLD x1.65, |PPL| x7.94).", "RemovedSizeBytes": 53074680224, "RemovedSizeGB": 53.074680224, "RemovedSizeGiB": 49.4296478331089, "RemovedKld": 0.010597, "RemovedPplDeltaPercent": 0.2369439071566675, "AnchorSizeBytes": 54758955424, "AnchorSizeGB": 54.758955424, "AnchorSizeGiB": 50.9982513487339, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305, "SizeDeltaPercent": 3.075798628660123, "KldRatio": 1.6495952677459527, "PplAbsRatio": 7.940483205656575 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "IQ3_XXS", "AcceptedAnchor": "UD-IQ3_XXS", "Reason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x1.24, |PPL| x31.79).", "RemovedSizeBytes": 51474618784, "RemovedSizeGB": 51.474618784, "RemovedSizeGiB": 47.93947449326515, "RemovedKld": 0.030482, "RemovedPplDeltaPercent": 0.6523298751538492, "AnchorSizeBytes": 51612506528, "AnchorSizeGB": 51.612506528, "AnchorSizeGiB": 48.06789246201515, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193, "SizeDeltaPercent": 0.2671595573937013, "KldRatio": 1.2360407120554722, "PplAbsRatio": 31.78920308484068 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "UD-IQ2_XXS", "AcceptedAnchor": "UD-IQ3_XXS", "Reason": "Reason: small size gain (1.36%) but disproportionate damage (KLD x1.60, |PPL| x80.01).", "RemovedSizeBytes": 50909960608, "RemovedSizeGB": 50.909960608, "RemovedSizeGiB": 47.41359558701515, "RemovedKld": 0.039413, "RemovedPplDeltaPercent": 1.6418498329523399, "AnchorSizeBytes": 51612506528, "AnchorSizeGB": 51.612506528, "AnchorSizeGiB": 48.06789246201515, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193, "SizeDeltaPercent": 1.3611931821580219, "KldRatio": 1.5981914764202587, "PplAbsRatio": 80.01028277637009 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "IQ2_M", "AcceptedAnchor": "UD-IQ3_XXS", "Reason": "Reason: small size gain (1.40%) but disproportionate damage (KLD x2.02, |PPL| x130.13).", "RemovedSizeBytes": 50889218464, "RemovedSizeGB": 50.889218464, "RemovedSizeGiB": 47.39427796006203, "RemovedKld": 0.049787, "RemovedPplDeltaPercent": 2.6704061895551265, "AnchorSizeBytes": 51612506528, "AnchorSizeGB": 51.612506528, "AnchorSizeGiB": 48.06789246201515, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193, "SizeDeltaPercent": 1.4013813950454301, "KldRatio": 2.018855683062325, "PplAbsRatio": 130.13367609257892 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "IQ2_S", "AcceptedAnchor": "UD-IQ3_XXS", "Reason": "Reason: small size gain (2.01%) but disproportionate damage (KLD x2.64, |PPL| x206.40).", "RemovedSizeBytes": 50577594784, "RemovedSizeGB": 50.577594784, "RemovedSizeGiB": 47.10405579209328, "RemovedKld": 0.065126, "RemovedPplDeltaPercent": 4.235466854228933, "AnchorSizeBytes": 51612506528, "AnchorSizeGB": 51.612506528, "AnchorSizeGiB": 48.06789246201515, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193, "SizeDeltaPercent": 2.005156915676157, "KldRatio": 2.6408499249827666, "PplAbsRatio": 206.40188517571735 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "IQ2_XS", "AcceptedAnchor": "UD-IQ3_XXS", "Reason": "Reason: small size gain (2.16%) but disproportionate damage (KLD x2.73, |PPL| x212.00).", "RemovedSizeBytes": 50495592864, "RemovedSizeGB": 50.495592863999995, "RemovedSizeGiB": 47.027685552835464, "RemovedKld": 0.067215, "RemovedPplDeltaPercent": 4.350360471250213, "AnchorSizeBytes": 51612506528, "AnchorSizeGB": 51.612506528, "AnchorSizeGiB": 48.06789246201515, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193, "SizeDeltaPercent": 2.1640368568305623, "KldRatio": 2.7255585742670614, "PplAbsRatio": 212.00085689808407 }, { "Scope": "group", "GroupName": "ffn_down", "RemovedCandidate": "IQ2_XXS", "AcceptedAnchor": "UD-IQ3_XXS", "Reason": "Reason: small size gain (2.77%) but disproportionate damage (KLD x3.36, |PPL| x192.46).", "RemovedSizeBytes": 50183969184, "RemovedSizeGB": 50.183969184, "RemovedSizeGiB": 46.737463384866714, "RemovedKld": 0.082924, "RemovedPplDeltaPercent": 3.9493933532618244, "AnchorSizeBytes": 51612506528, "AnchorSizeGB": 51.612506528, "AnchorSizeGiB": 48.06789246201515, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193, "SizeDeltaPercent": 2.7678123774612895, "KldRatio": 3.3625562629252665, "PplAbsRatio": 192.4610111397245 } ], "synergySecondChances": [ { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_up_gate", "PeerGroupName": "ffn_down", "RestoredCandidate": "Q6_K", "AcceptedAnchor": "UD-Q6_K_XL", "OriginalBadTradeReason": "Reason: small size gain (0.34%) but disproportionate damage (KLD x0.95, |PPL| x10.79).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027Q6_K\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q6_K_XL\u0027", "RestoredSizeBytes": 43474311584, "RestoredKld": 0.004724, "RestoredPplDeltaPercent": -0.0929664146298583, "AnchorSizeBytes": 43624651168, "AnchorKld": 0.004993, "AnchorPplDeltaPercent": -0.00861614207842626 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_up_gate", "PeerGroupName": "ffn_down", "RestoredCandidate": "UD-Q5_K_M", "AcceptedAnchor": "UD-Q5_K_XL", "OriginalBadTradeReason": "Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q5_K_M\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q5_K_XL\u0027", "RestoredSizeBytes": 40642501024, "RestoredKld": 0.006135, "RestoredPplDeltaPercent": -0.1927554070687557, "AnchorSizeBytes": 40713804192, "AnchorKld": 0.005908, "AnchorPplDeltaPercent": 0.004360822929488763 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_up_gate", "PeerGroupName": "ffn_down", "RestoredCandidate": "UD-Q5_K_S", "AcceptedAnchor": "UD-Q5_K_XL", "OriginalBadTradeReason": "Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q5_K_S\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q5_K_XL\u0027", "RestoredSizeBytes": 40642501024, "RestoredKld": 0.006135, "RestoredPplDeltaPercent": -0.1927554070687557, "AnchorSizeBytes": 40713804192, "AnchorKld": 0.005908, "AnchorPplDeltaPercent": 0.004360822929488763 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_up_gate", "PeerGroupName": "ffn_down", "RestoredCandidate": "UD-Q6_K", "AcceptedAnchor": "UD-Q6_K_XL", "OriginalBadTradeReason": "Reason: small size gain (0.30%) but disproportionate damage (KLD x0.94, |PPL| x6.19).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q6_K\u0027 survived in peer group \u0027ffn_down\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-Q6_K_XL\u0027", "RestoredSizeBytes": 43494627744, "RestoredKld": 0.004701, "RestoredPplDeltaPercent": -0.05331457710568217, "AnchorSizeBytes": 43624651168, "AnchorKld": 0.004993, "AnchorPplDeltaPercent": -0.00861614207842626 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "IQ4_XS", "AcceptedAnchor": "Q5_K_S", "OriginalBadTradeReason": "Reason: small size gain (3.08%) but disproportionate damage (KLD x1.65, |PPL| x7.94).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027IQ4_XS\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027", "RestoredSizeBytes": 53074680224, "RestoredKld": 0.010597, "RestoredPplDeltaPercent": 0.2369439071566675, "AnchorSizeBytes": 54758955424, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "IQ3_XXS", "AcceptedAnchor": "UD-IQ3_XXS", "OriginalBadTradeReason": "Reason: small size gain (0.27%) but disproportionate damage (KLD x1.24, |PPL| x31.79).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027IQ3_XXS\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-IQ3_XXS\u0027", "RestoredSizeBytes": 51474618784, "RestoredKld": 0.030482, "RestoredPplDeltaPercent": 0.6523298751538492, "AnchorSizeBytes": 51612506528, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "IQ2_M", "AcceptedAnchor": "UD-IQ3_XXS", "OriginalBadTradeReason": "Reason: small size gain (1.40%) but disproportionate damage (KLD x2.02, |PPL| x130.13).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027IQ2_M\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027UD-IQ3_XXS\u0027", "RestoredSizeBytes": 50889218464, "RestoredKld": 0.049787, "RestoredPplDeltaPercent": 2.6704061895551265, "AnchorSizeBytes": 51612506528, "AnchorKld": 0.024661, "AnchorPplDeltaPercent": 0.020520485317385193 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "UD-IQ4_XS", "AcceptedAnchor": "Q5_K_S", "OriginalBadTradeReason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-IQ4_XS\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027", "RestoredSizeBytes": 53329746336, "RestoredKld": 0.008649, "RestoredPplDeltaPercent": 0.15586425180235594, "AnchorSizeBytes": 54758955424, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "UD-Q3_K_M", "AcceptedAnchor": "Q5_K_S", "OriginalBadTradeReason": "Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q3_K_M\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027", "RestoredSizeBytes": 53329746336, "RestoredKld": 0.008649, "RestoredPplDeltaPercent": 0.15586425180235594, "AnchorSizeBytes": 54758955424, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "UD-Q3_K_XL", "AcceptedAnchor": "Q5_K_S", "OriginalBadTradeReason": "Reason: small size gain (2.53%) but disproportionate damage (KLD x1.33, |PPL| x8.08).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q3_K_XL\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027", "RestoredSizeBytes": 53371689376, "RestoredKld": 0.008546, "RestoredPplDeltaPercent": 0.24116405837874938, "AnchorSizeBytes": 54758955424, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305 }, { "SynergyName": "ffn_up_gate\u002Bffn_down", "GroupName": "ffn_down", "PeerGroupName": "ffn_up_gate", "RestoredCandidate": "UD-Q4_K_S", "AcceptedAnchor": "Q5_K_S", "OriginalBadTradeReason": "Reason: small size gain (2.04%) but disproportionate damage (KLD x1.30, |PPL| x8.25).", "SecondChanceReason": "synergy \u0027ffn_up_gate\u002Bffn_down\u0027 second chance because \u0027UD-Q4_K_S\u0027 survived in peer group \u0027ffn_up_gate\u0027 and the original bad-trade decision does not survive KLD-only review vs anchor \u0027Q5_K_S\u0027", "RestoredSizeBytes": 53640124832, "RestoredKld": 0.008324, "RestoredPplDeltaPercent": 0.24603481624758225, "AnchorSizeBytes": 54758955424, "AnchorKld": 0.006424, "AnchorPplDeltaPercent": -0.029839985932830305 } ], "notes": [ "Bad trade elimination: \u0027IQ3_M\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "Bad trade elimination: \u0027IQ3_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x1.99, |PPL| x5.43).", "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.15%) but disproportionate damage (KLD x2.43, |PPL| x6.19).", "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027embeddings\u0027. Reason: small size gain (0.15%) but disproportionate damage (KLD x2.43, |PPL| x6.19).", "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).", "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).", "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).", "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).", "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.10%) but disproportionate damage (KLD x1.27, |PPL| x75.76).", "Bad trade elimination: \u0027UD-IQ2_M\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.19%) but disproportionate damage (KLD x2.37, |PPL| x1031.73).", "Bad trade elimination: \u0027UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.19%) but disproportionate damage (KLD x2.37, |PPL| x1031.73).", "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Q6_K\u0027 for \u0027lm_head\u0027. Reason: small size gain (0.19%) but disproportionate damage (KLD x2.37, |PPL| x1031.73).", "Bad trade elimination: \u0027Q5_K_S\u0027 removed vs accepted anchor \u0027UD-Q2_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.00, |PPL| x4.09).", "Bad trade elimination: \u0027UD-IQ2_M\u0027 removed vs accepted anchor \u0027UD-Q2_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.00, |PPL| x4.09).", "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027UD-Q2_K_XL\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.00, |PPL| x4.09).", "Bad trade elimination: \u0027IQ3_M\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.39, |PPL| x4.21).", "Bad trade elimination: \u0027IQ3_S\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.04%) but disproportionate damage (KLD x1.39, |PPL| x4.21).", "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.05%) but disproportionate damage (KLD x1.60, |PPL| x5.56).", "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.07%) but disproportionate damage (KLD x2.53, |PPL| x10.80).", "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.07%) but disproportionate damage (KLD x2.53, |PPL| x10.80).", "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x2.88, |PPL| x10.88).", "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x2.88, |PPL| x10.88).", "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027Q4_K_S\u0027 for \u0027attn_q\u0027. Reason: small size gain (0.08%) but disproportionate damage (KLD x3.49, |PPL| x19.55).", "Bad trade elimination: \u0027Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).", "Bad trade elimination: \u0027UD-IQ3_S\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).", "Bad trade elimination: \u0027UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).", "Bad trade elimination: \u0027UD-Q2_K_XL\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x0.98, |PPL| x5.55).", "Bad trade elimination: \u0027Q5_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.07, |PPL| x5.86).", "Bad trade elimination: \u0027Q5_K_S\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.12, |PPL| x4.01).", "Bad trade elimination: \u0027UD-IQ2_M\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.12, |PPL| x4.01).", "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.12, |PPL| x4.01).", "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.16, |PPL| x120.18).", "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.59, |PPL| x135.44).", "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.59, |PPL| x135.44).", "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.78, |PPL| x159.16).", "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x1.79, |PPL| x155.07).", "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027IQ3_M\u0027 for \u0027attn_kv\u0027. Reason: small size gain (0.00%) but disproportionate damage (KLD x2.24, |PPL| x242.98).", "Bad trade elimination: \u0027Q6_K\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).", "Bad trade elimination: \u0027UD-IQ3_S\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).", "Bad trade elimination: \u0027UD-IQ3_XXS\u0027 removed vs accepted anchor \u0027Q8_0\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x1.07, |PPL| x3.81).", "Bad trade elimination: \u0027IQ3_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).", "Bad trade elimination: \u0027IQ3_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).", "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).", "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).", "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.01%) but disproportionate damage (KLD x1.78, |PPL| x6.60).", "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x5.25, |PPL| x13.90).", "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027IQ4_XS\u0027 for \u0027attn_output\u0027. Reason: small size gain (0.03%) but disproportionate damage (KLD x6.44, |PPL| x17.41).", "Bad trade elimination: \u0027UD-Q6_K\u0027 removed vs accepted anchor \u0027UD-Q6_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.30%) but disproportionate damage (KLD x0.94, |PPL| x6.19).", "Bad trade elimination: \u0027Q6_K\u0027 removed vs accepted anchor \u0027UD-Q6_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.34%) but disproportionate damage (KLD x0.95, |PPL| x10.79).", "Bad trade elimination: \u0027UD-Q5_K_M\u0027 removed vs accepted anchor \u0027UD-Q5_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).", "Bad trade elimination: \u0027UD-Q5_K_S\u0027 removed vs accepted anchor \u0027UD-Q5_K_XL\u0027 for \u0027ffn_up_gate\u0027. Reason: small size gain (0.18%) but disproportionate damage (KLD x1.04, |PPL| x44.20).", "Bad trade elimination: \u0027UD-Q4_K_S\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.04%) but disproportionate damage (KLD x1.30, |PPL| x8.25).", "Bad trade elimination: \u0027UD-Q3_K_XL\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.53%) but disproportionate damage (KLD x1.33, |PPL| x8.08).", "Bad trade elimination: \u0027UD-IQ4_XS\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).", "Bad trade elimination: \u0027UD-Q3_K_M\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.61%) but disproportionate damage (KLD x1.35, |PPL| x5.22).", "Bad trade elimination: \u0027IQ4_XS\u0027 removed vs accepted anchor \u0027Q5_K_S\u0027 for \u0027ffn_down\u0027. Reason: small size gain (3.08%) but disproportionate damage (KLD x1.65, |PPL| x7.94).", "Bad trade elimination: \u0027IQ3_XXS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (0.27%) but disproportionate damage (KLD x1.24, |PPL| x31.79).", "Bad trade elimination: \u0027UD-IQ2_XXS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.36%) but disproportionate damage (KLD x1.60, |PPL| x80.01).", "Bad trade elimination: \u0027IQ2_M\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (1.40%) but disproportionate damage (KLD x2.02, |PPL| x130.13).", "Bad trade elimination: \u0027IQ2_S\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.01%) but disproportionate damage (KLD x2.64, |PPL| x206.40).", "Bad trade elimination: \u0027IQ2_XS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.16%) but disproportionate damage (KLD x2.73, |PPL| x212.00).", "Bad trade elimination: \u0027IQ2_XXS\u0027 removed vs accepted anchor \u0027UD-IQ3_XXS\u0027 for \u0027ffn_down\u0027. Reason: small size gain (2.77%) but disproportionate damage (KLD x3.36, |PPL| x192.46).", "Synergy second-chance restored: \u0027Q6_K\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q6_K_XL\u0027.", "Synergy second-chance restored: \u0027UD-Q5_K_M\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q5_K_XL\u0027.", "Synergy second-chance restored: \u0027UD-Q5_K_S\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q5_K_XL\u0027.", "Synergy second-chance restored: \u0027UD-Q6_K\u0027 restored for \u0027ffn_up_gate\u0027 because it survived in peer group \u0027ffn_down\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-Q6_K_XL\u0027.", "Synergy second-chance restored: \u0027IQ4_XS\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q5_K_S\u0027.", "Synergy second-chance restored: \u0027IQ3_XXS\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-IQ3_XXS\u0027.", "Synergy second-chance restored: \u0027IQ2_M\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027UD-IQ3_XXS\u0027.", "Synergy second-chance restored: \u0027UD-IQ4_XS\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q5_K_S\u0027.", "Synergy second-chance restored: \u0027UD-Q3_K_M\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q5_K_S\u0027.", "Synergy second-chance restored: \u0027UD-Q3_K_XL\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q5_K_S\u0027.", "Synergy second-chance restored: \u0027UD-Q4_K_S\u0027 restored for \u0027ffn_down\u0027 because it survived in peer group \u0027ffn_up_gate\u0027 under synergy \u0027ffn_up_gate\u002Bffn_down\u0027, and KLD-only bad-trade review did not eliminate it vs anchor \u0027Q5_K_S\u0027." ] }