{
  "method": "Dedicated daily/weekly chronological screen, horizons 1/3/5.\nWeekly: train before 2022, choose ridge on 2022, test 2023-24 then 2025-26.\nIf weekly training/tuning has fewer than 200 rows, move train/tune boundaries\nforward one year using sample counts only; test 2024 then 2025-26.\nDaily: train before 2024, choose ridge on 2024, test 2025 then 2026.\nAll features use 200 completed bars; labels must mature before each boundary.\n42 predeclared market/timeframe/horizon comparisons; two test folds each.\nSeparate sidecar candidate, NOT a production score change or profit claim.\n",
  "groups": {
    "coin1d/1": {
      "status": "evaluated",
      "assets": 27,
      "symbols": [
        "coin1d|AAVEUSDT",
        "coin1d|ADAUSDT",
        "coin1d|AVAXUSDT",
        "coin1d|BNBUSDT",
        "coin1d|BTCUSDT",
        "coin1d|DASHUSDT",
        "coin1d|DOGEUSDT",
        "coin1d|ENAUSDT",
        "coin1d|ETHUSDT",
        "coin1d|LINKUSDT",
        "coin1d|LTCUSDT",
        "coin1d|NEARUSDT",
        "coin1d|PAXGUSDT",
        "coin1d|PEPEUSDT",
        "coin1d|PUMPUSDT",
        "coin1d|PYTHUSDT",
        "coin1d|SOLUSDT",
        "coin1d|SUIUSDT",
        "coin1d|TAOUSDT",
        "coin1d|TRUMPUSDT",
        "coin1d|TRXUSDT",
        "coin1d|TUTUSDT",
        "coin1d|UNIUSDT",
        "coin1d|WLDUSDT",
        "coin1d|XLMUSDT",
        "coin1d|XRPUSDT",
        "coin1d|ZECUSDT"
      ],
      "heldOutSymbols": [
        "coin1d|XRPUSDT",
        "coin1d|ZECUSDT"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6941288407721191,
        "0.01": 0.6938690538197633,
        "0.1": 0.6933295495648473
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 8909,
          "baseline": {
            "n": 8882,
            "balancedAccuracy": 49.49227671082874,
            "accuracy": 49.741049313217744,
            "flatOutcomePct": 0.3030643169828263,
            "coveragePct": 43.54875028146814,
            "signalCount": 3868,
            "signalAccuracy": 49.01758014477766,
            "entries": 686,
            "entryAccuracy": 48.604992657856094,
            "falseDirectionEntries": 350
          },
          "candidate": {
            "n": 8882,
            "balancedAccuracy": 50.04792493868408,
            "accuracy": 50.16888088268408,
            "flatOutcomePct": 0.3030643169828263,
            "coveragePct": 39.371763116415224,
            "signalCount": 3497,
            "signalAccuracy": 51.93022590792108,
            "entries": 2362,
            "entryAccuracy": 49.25626859328517,
            "falseDirectionEntries": 1194
          },
          "balancedGainPP": 0.5556482278553432,
          "entryRatio": 3.443148688046647,
          "naive": {
            "last_reversal": {
              "n": 8882,
              "balancedAccuracy": 50.18044463628287,
              "accuracy": 50.15199279441567,
              "flatOutcomePct": 0.3030643169828263,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 8882,
              "balancedAccuracy": 49.81955536371713,
              "accuracy": 49.848007205584324,
              "flatOutcomePct": 0.3030643169828263,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 8882,
              "balancedAccuracy": 48.19125401450315,
              "accuracy": 48.260526908353974,
              "flatOutcomePct": 0.3030643169828263,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.398324245169553,
            "high": 3.5077060139616774
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.374058090043476,
            "high": 5.79363068213785
          },
          "heldOut": [
            {
              "n": 721,
              "balancedAccuracy": 49.193027014546296,
              "accuracy": 49.16782246879335,
              "flatOutcomePct": 0.4143646408839779,
              "coveragePct": 38.69625520110957,
              "signalCount": 279,
              "signalAccuracy": 51.61290322580645,
              "entries": 47,
              "entryAccuracy": 47.82608695652174,
              "falseDirectionEntries": 24
            },
            {
              "n": 721,
              "balancedAccuracy": 49.72196567382437,
              "accuracy": 49.65325936199723,
              "flatOutcomePct": 0.4143646408839779,
              "coveragePct": 37.17059639389736,
              "signalCount": 268,
              "signalAccuracy": 51.49253731343284,
              "entries": 183,
              "entryAccuracy": 49.18032786885246,
              "falseDirectionEntries": 93
            }
          ],
          "latency": [
            {
              "turns": 462,
              "missed": 338,
              "meanPenalized": 5.5519480519480515,
              "medianPenalized": 7,
              "matchedMean": 1.6048387096774193,
              "matchedMedian": 2
            },
            {
              "turns": 462,
              "missed": 127,
              "meanPenalized": 1.3506493506493507,
              "medianPenalized": 0,
              "matchedMean": -0.7910447761194029,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.799508219264549,
            "high": -3.6255639650832054
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 7364,
          "baseline": {
            "n": 7322,
            "balancedAccuracy": 49.99454615636159,
            "accuracy": 50.15706091231904,
            "flatOutcomePct": 0.5703422053231939,
            "coveragePct": 41.35482108713467,
            "signalCount": 3028,
            "signalAccuracy": 52.97225891677675,
            "entries": 435,
            "entryAccuracy": 55.40229885057472,
            "falseDirectionEntries": 194
          },
          "candidate": {
            "n": 7322,
            "balancedAccuracy": 50.363356249708026,
            "accuracy": 50.63507238459437,
            "flatOutcomePct": 0.5703422053231939,
            "coveragePct": 31.098060639169628,
            "signalCount": 2277,
            "signalAccuracy": 50.373298199385154,
            "entries": 1369,
            "entryAccuracy": 50.806451612903224,
            "falseDirectionEntries": 671
          },
          "balancedGainPP": 0.36881009334643977,
          "entryRatio": 3.147126436781609,
          "naive": {
            "last_reversal": {
              "n": 7322,
              "balancedAccuracy": 49.93192614934234,
              "accuracy": 49.754165528544114,
              "flatOutcomePct": 0.5703422053231939,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 7322,
              "balancedAccuracy": 50.06807385065767,
              "accuracy": 50.245834471455886,
              "flatOutcomePct": 0.5703422053231939,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 7322,
              "balancedAccuracy": 49.98961261764131,
              "accuracy": 50.1434034416826,
              "flatOutcomePct": 0.5703422053231939,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -1.7981689575996223,
            "high": 2.416319107778978
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.184166713900041,
            "high": 3.743367049468982
          },
          "heldOut": [
            {
              "n": 552,
              "balancedAccuracy": 50.38095238095238,
              "accuracy": 50.72463768115942,
              "flatOutcomePct": 0,
              "coveragePct": 48.731884057971016,
              "signalCount": 269,
              "signalAccuracy": 50.92936802973978,
              "entries": 31,
              "entryAccuracy": 61.29032258064516,
              "falseDirectionEntries": 12
            },
            {
              "n": 552,
              "balancedAccuracy": 49.50396825396825,
              "accuracy": 49.90942028985507,
              "flatOutcomePct": 0,
              "coveragePct": 30.434782608695656,
              "signalCount": 168,
              "signalAccuracy": 50,
              "entries": 109,
              "entryAccuracy": 51.37614678899083,
              "falseDirectionEntries": 53
            }
          ],
          "latency": [
            {
              "turns": 360,
              "missed": 263,
              "meanPenalized": 5.863888888888889,
              "medianPenalized": 7,
              "matchedMean": 2.783505154639175,
              "matchedMedian": 3
            },
            {
              "turns": 360,
              "missed": 163,
              "meanPenalized": 3.2916666666666665,
              "medianPenalized": 6,
              "matchedMean": 0.2233502538071066,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.3661212535187945,
            "high": -1.6853246747388002
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "coverage_loss",
            "unseen_asset_regression"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "coin1d/3": {
      "status": "evaluated",
      "assets": 27,
      "symbols": [
        "coin1d|AAVEUSDT",
        "coin1d|ADAUSDT",
        "coin1d|AVAXUSDT",
        "coin1d|BNBUSDT",
        "coin1d|BTCUSDT",
        "coin1d|DASHUSDT",
        "coin1d|DOGEUSDT",
        "coin1d|ENAUSDT",
        "coin1d|ETHUSDT",
        "coin1d|LINKUSDT",
        "coin1d|LTCUSDT",
        "coin1d|NEARUSDT",
        "coin1d|PAXGUSDT",
        "coin1d|PEPEUSDT",
        "coin1d|PUMPUSDT",
        "coin1d|PYTHUSDT",
        "coin1d|SOLUSDT",
        "coin1d|SUIUSDT",
        "coin1d|TAOUSDT",
        "coin1d|TRUMPUSDT",
        "coin1d|TRXUSDT",
        "coin1d|TUTUSDT",
        "coin1d|UNIUSDT",
        "coin1d|WLDUSDT",
        "coin1d|XLMUSDT",
        "coin1d|XRPUSDT",
        "coin1d|ZECUSDT"
      ],
      "heldOutSymbols": [
        "coin1d|XRPUSDT",
        "coin1d|ZECUSDT"
      ],
      "excluded": [],
      "penalty": 0.0001,
      "tuningLoss": {
        "0.0001": 0.6903586044563175,
        "0.01": 0.6910362937267851,
        "0.1": 0.691661238672086
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 8909,
          "baseline": {
            "n": 8888,
            "balancedAccuracy": 48.61680277913213,
            "accuracy": 49.18991899189919,
            "flatOutcomePct": 0.23571669098664275,
            "coveragePct": 43.51935193519352,
            "signalCount": 3868,
            "signalAccuracy": 47.88004136504654,
            "entries": 686,
            "entryAccuracy": 44.28152492668622,
            "falseDirectionEntries": 380
          },
          "candidate": {
            "n": 8888,
            "balancedAccuracy": 51.870875995449374,
            "accuracy": 52.23897389738974,
            "flatOutcomePct": 0.23571669098664275,
            "coveragePct": 44.5994599459946,
            "signalCount": 3964,
            "signalAccuracy": 53.50655903128153,
            "entries": 1704,
            "entryAccuracy": 55.94117647058824,
            "falseDirectionEntries": 749
          },
          "balancedGainPP": 3.254073216317245,
          "entryRatio": 2.4839650145772594,
          "naive": {
            "last_reversal": {
              "n": 8888,
              "balancedAccuracy": 52.11176458638063,
              "accuracy": 52.042079207920786,
              "flatOutcomePct": 0.23571669098664275,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 8888,
              "balancedAccuracy": 47.88823541361937,
              "accuracy": 47.95792079207921,
              "flatOutcomePct": 0.23571669098664275,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 8888,
              "balancedAccuracy": 47.44421420445312,
              "accuracy": 47.60913591359136,
              "flatOutcomePct": 0.23571669098664275,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -0.4701748350878531,
            "high": 7.092734962099013
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.196836988080288,
            "high": 10.429529378119765
          },
          "heldOut": [
            {
              "n": 724,
              "balancedAccuracy": 47.863869111665636,
              "accuracy": 47.85911602209944,
              "flatOutcomePct": 0,
              "coveragePct": 38.950276243093924,
              "signalCount": 282,
              "signalAccuracy": 47.5177304964539,
              "entries": 47,
              "entryAccuracy": 38.297872340425535,
              "falseDirectionEntries": 29
            },
            {
              "n": 724,
              "balancedAccuracy": 52.6392100302954,
              "accuracy": 52.62430939226519,
              "flatOutcomePct": 0,
              "coveragePct": 43.232044198895025,
              "signalCount": 313,
              "signalAccuracy": 53.03514376996805,
              "entries": 137,
              "entryAccuracy": 51.82481751824818,
              "falseDirectionEntries": 66
            }
          ],
          "latency": [
            {
              "turns": 462,
              "missed": 338,
              "meanPenalized": 5.5519480519480515,
              "medianPenalized": 7,
              "matchedMean": 1.6048387096774193,
              "matchedMedian": 2
            },
            {
              "turns": 462,
              "missed": 190,
              "meanPenalized": 2.9285714285714284,
              "medianPenalized": 4,
              "matchedMean": 0.08455882352941177,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.3745360810919527,
            "high": -1.9978757063708084
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 7364,
          "baseline": {
            "n": 7339,
            "balancedAccuracy": 49.04036635213874,
            "accuracy": 49.18244992505791,
            "flatOutcomePct": 0.3394894079304726,
            "coveragePct": 41.38165962665214,
            "signalCount": 3037,
            "signalAccuracy": 52.42015146526177,
            "entries": 435,
            "entryAccuracy": 51.843317972350235,
            "falseDirectionEntries": 209
          },
          "candidate": {
            "n": 7339,
            "balancedAccuracy": 50.330901672017504,
            "accuracy": 50.41558795476223,
            "flatOutcomePct": 0.3394894079304726,
            "coveragePct": 45.292274151791794,
            "signalCount": 3324,
            "signalAccuracy": 50.57160048134778,
            "entries": 1432,
            "entryAccuracy": 49.6140350877193,
            "falseDirectionEntries": 718
          },
          "balancedGainPP": 1.2905353198787637,
          "entryRatio": 3.291954022988506,
          "naive": {
            "last_reversal": {
              "n": 7339,
              "balancedAccuracy": 50.06285756276375,
              "accuracy": 49.90461915792343,
              "flatOutcomePct": 0.3394894079304726,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 7339,
              "balancedAccuracy": 49.93714243723625,
              "accuracy": 50.09538084207657,
              "flatOutcomePct": 0.3394894079304726,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 7339,
              "balancedAccuracy": 49.36206023158296,
              "accuracy": 49.495844120452375,
              "flatOutcomePct": 0.3394894079304726,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -4.427364647859294,
            "high": 6.305185370056565
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -8.920732382231249,
            "high": 9.319973146921928
          },
          "heldOut": [
            {
              "n": 551,
              "balancedAccuracy": 47.27985829959515,
              "accuracy": 47.73139745916515,
              "flatOutcomePct": 0.18115942028985507,
              "coveragePct": 48.82032667876588,
              "signalCount": 269,
              "signalAccuracy": 46.09665427509294,
              "entries": 31,
              "entryAccuracy": 45.16129032258064,
              "falseDirectionEntries": 17
            },
            {
              "n": 551,
              "balancedAccuracy": 49.94939271255061,
              "accuracy": 50.362976406533576,
              "flatOutcomePct": 0.18115942028985507,
              "coveragePct": 43.37568058076225,
              "signalCount": 239,
              "signalAccuracy": 46.02510460251046,
              "entries": 109,
              "entryAccuracy": 44.44444444444444,
              "falseDirectionEntries": 60
            }
          ],
          "latency": [
            {
              "turns": 360,
              "missed": 263,
              "meanPenalized": 5.863888888888889,
              "medianPenalized": 7,
              "matchedMean": 2.783505154639175,
              "matchedMedian": 3
            },
            {
              "turns": 360,
              "missed": 139,
              "meanPenalized": 2.8444444444444446,
              "medianPenalized": 3,
              "matchedMean": 0.23076923076923078,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.6946872979961216,
            "high": -2.425569167962088
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "coin1d/5": {
      "status": "evaluated",
      "assets": 27,
      "symbols": [
        "coin1d|AAVEUSDT",
        "coin1d|ADAUSDT",
        "coin1d|AVAXUSDT",
        "coin1d|BNBUSDT",
        "coin1d|BTCUSDT",
        "coin1d|DASHUSDT",
        "coin1d|DOGEUSDT",
        "coin1d|ENAUSDT",
        "coin1d|ETHUSDT",
        "coin1d|LINKUSDT",
        "coin1d|LTCUSDT",
        "coin1d|NEARUSDT",
        "coin1d|PAXGUSDT",
        "coin1d|PEPEUSDT",
        "coin1d|PUMPUSDT",
        "coin1d|PYTHUSDT",
        "coin1d|SOLUSDT",
        "coin1d|SUIUSDT",
        "coin1d|TAOUSDT",
        "coin1d|TRUMPUSDT",
        "coin1d|TRXUSDT",
        "coin1d|TUTUSDT",
        "coin1d|UNIUSDT",
        "coin1d|WLDUSDT",
        "coin1d|XLMUSDT",
        "coin1d|XRPUSDT",
        "coin1d|ZECUSDT"
      ],
      "heldOutSymbols": [
        "coin1d|XRPUSDT",
        "coin1d|ZECUSDT"
      ],
      "excluded": [],
      "penalty": 0.0001,
      "tuningLoss": {
        "0.0001": 0.6876933096833644,
        "0.01": 0.6892472104424701,
        "0.1": 0.6906808065420824
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 8857,
          "baseline": {
            "n": 8847,
            "balancedAccuracy": 48.0293969646768,
            "accuracy": 48.9657511020685,
            "flatOutcomePct": 0.11290504685559444,
            "coveragePct": 43.540183112919635,
            "signalCount": 3852,
            "signalAccuracy": 49.09138110072689,
            "entries": 680,
            "entryAccuracy": 49.26470588235294,
            "falseDirectionEntries": 345
          },
          "candidate": {
            "n": 8847,
            "balancedAccuracy": 50.70918053775626,
            "accuracy": 51.09641686447384,
            "flatOutcomePct": 0.11290504685559444,
            "coveragePct": 53.22708262687917,
            "signalCount": 4709,
            "signalAccuracy": 52.00679549798258,
            "entries": 2276,
            "entryAccuracy": 52.28671943711522,
            "falseDirectionEntries": 1085
          },
          "balancedGainPP": 2.6797835730794617,
          "entryRatio": 3.347058823529412,
          "naive": {
            "last_reversal": {
              "n": 8847,
              "balancedAccuracy": 51.35734937255999,
              "accuracy": 51.215101164236465,
              "flatOutcomePct": 0.11290504685559444,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 8847,
              "balancedAccuracy": 48.64265062744,
              "accuracy": 48.784898835763535,
              "flatOutcomePct": 0.11290504685559444,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 8847,
              "balancedAccuracy": 48.75129664682443,
              "accuracy": 49.02791906861083,
              "flatOutcomePct": 0.11290504685559444,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.6122342125025058,
            "high": 7.01564047313199
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.882018277786413,
            "high": 10.106538383066113
          },
          "heldOut": [
            {
              "n": 720,
              "balancedAccuracy": 46.65968594479305,
              "accuracy": 46.59722222222222,
              "flatOutcomePct": 0,
              "coveragePct": 38.88888888888889,
              "signalCount": 280,
              "signalAccuracy": 45.714285714285715,
              "entries": 47,
              "entryAccuracy": 46.808510638297875,
              "falseDirectionEntries": 25
            },
            {
              "n": 720,
              "balancedAccuracy": 49.72875645265988,
              "accuracy": 49.583333333333336,
              "flatOutcomePct": 0,
              "coveragePct": 51.94444444444445,
              "signalCount": 374,
              "signalAccuracy": 48.1283422459893,
              "entries": 181,
              "entryAccuracy": 46.408839779005525,
              "falseDirectionEntries": 97
            }
          ],
          "latency": [
            {
              "turns": 461,
              "missed": 337,
              "meanPenalized": 5.54880694143167,
              "medianPenalized": 7,
              "matchedMean": 1.6048387096774193,
              "matchedMedian": 2
            },
            {
              "turns": 461,
              "missed": 127,
              "meanPenalized": 1.7440347071583515,
              "medianPenalized": 0,
              "matchedMean": -0.25449101796407186,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.477614573183416,
            "high": -3.1994887827393734
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 7364,
          "baseline": {
            "n": 7345,
            "balancedAccuracy": 49.50329215290833,
            "accuracy": 49.7072838665759,
            "flatOutcomePct": 0.25801195002715915,
            "coveragePct": 41.32062627637849,
            "signalCount": 3035,
            "signalAccuracy": 54.233937397034595,
            "entries": 435,
            "entryAccuracy": 52.19399538106235,
            "falseDirectionEntries": 207
          },
          "candidate": {
            "n": 7345,
            "balancedAccuracy": 49.6897714479703,
            "accuracy": 49.829816201497614,
            "flatOutcomePct": 0.25801195002715915,
            "coveragePct": 48.07351940095303,
            "signalCount": 3531,
            "signalAccuracy": 49.306145567827805,
            "entries": 1746,
            "entryAccuracy": 48.307515777395295,
            "falseDirectionEntries": 901
          },
          "balancedGainPP": 0.18647929506197158,
          "entryRatio": 4.0137931034482754,
          "naive": {
            "last_reversal": {
              "n": 7345,
              "balancedAccuracy": 48.964354280171506,
              "accuracy": 48.740639891082374,
              "flatOutcomePct": 0.25801195002715915,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 7345,
              "balancedAccuracy": 51.035645719828494,
              "accuracy": 51.259360108917626,
              "flatOutcomePct": 0.25801195002715915,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 7345,
              "balancedAccuracy": 49.51233265839838,
              "accuracy": 49.7072838665759,
              "flatOutcomePct": 0.25801195002715915,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -7.00194311354934,
            "high": 6.182355606376161
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -12.839824473035849,
            "high": 8.591704434833156
          },
          "heldOut": [
            {
              "n": 552,
              "balancedAccuracy": 50.208333333333336,
              "accuracy": 50.72463768115942,
              "flatOutcomePct": 0,
              "coveragePct": 48.731884057971016,
              "signalCount": 269,
              "signalAccuracy": 52.41635687732342,
              "entries": 31,
              "entryAccuracy": 48.38709677419355,
              "falseDirectionEntries": 16
            },
            {
              "n": 552,
              "balancedAccuracy": 47.8125,
              "accuracy": 48.09782608695652,
              "flatOutcomePct": 0,
              "coveragePct": 47.28260869565217,
              "signalCount": 261,
              "signalAccuracy": 44.827586206896555,
              "entries": 128,
              "entryAccuracy": 46.875,
              "falseDirectionEntries": 68
            }
          ],
          "latency": [
            {
              "turns": 360,
              "missed": 263,
              "meanPenalized": 5.863888888888889,
              "medianPenalized": 7,
              "matchedMean": 2.783505154639175,
              "matchedMedian": 3
            },
            {
              "turns": 360,
              "missed": 120,
              "meanPenalized": 2.386111111111111,
              "medianPenalized": 3,
              "matchedMean": 0.07916666666666666,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -4.119270352147477,
            "high": -2.6415383443887914
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "coin1w/1": {
      "status": "evaluated",
      "assets": 18,
      "symbols": [
        "coin1w|AAVEUSDT",
        "coin1w|ADAUSDT",
        "coin1w|AVAXUSDT",
        "coin1w|BNBUSDT",
        "coin1w|BTCUSDT",
        "coin1w|DASHUSDT",
        "coin1w|DOGEUSDT",
        "coin1w|ETHUSDT",
        "coin1w|LINKUSDT",
        "coin1w|LTCUSDT",
        "coin1w|NEARUSDT",
        "coin1w|PAXGUSDT",
        "coin1w|SOLUSDT",
        "coin1w|TRXUSDT",
        "coin1w|UNIUSDT",
        "coin1w|XLMUSDT",
        "coin1w|XRPUSDT",
        "coin1w|ZECUSDT"
      ],
      "heldOutSymbols": [
        "coin1w|XRPUSDT",
        "coin1w|ZECUSDT"
      ],
      "excluded": [
        {
          "key": "coin1w|ENAUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 131
        },
        {
          "key": "coin1w|PEPEUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        },
        {
          "key": "coin1w|PUMPUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 56
        },
        {
          "key": "coin1w|PYTHUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 140
        },
        {
          "key": "coin1w|SUIUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        },
        {
          "key": "coin1w|TAOUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 130
        },
        {
          "key": "coin1w|TRUMPUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 90
        },
        {
          "key": "coin1w|TUTUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 80
        },
        {
          "key": "coin1w|WLDUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 167
        }
      ],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.768380279454528,
        "0.01": 0.720476485524326,
        "0.1": 0.7030072760030328
      },
      "folds": [
        {
          "period": [
            "2024-01-01",
            "2025-01-01"
          ],
          "n": 731,
          "baseline": {
            "n": 730,
            "balancedAccuracy": 48.76696832579185,
            "accuracy": 49.589041095890416,
            "flatOutcomePct": 0.13679890560875513,
            "coveragePct": 44.794520547945204,
            "signalCount": 327,
            "signalAccuracy": 48.318042813455655,
            "entries": 74,
            "entryAccuracy": 39.726027397260275,
            "falseDirectionEntries": 44
          },
          "candidate": {
            "n": 730,
            "balancedAccuracy": 50.72021116138763,
            "accuracy": 50.890410958904106,
            "flatOutcomePct": 0.13679890560875513,
            "coveragePct": 67.67123287671232,
            "signalCount": 494,
            "signalAccuracy": 53.23886639676113,
            "entries": 322,
            "entryAccuracy": 54.51713395638629,
            "falseDirectionEntries": 146
          },
          "balancedGainPP": 1.9532428355957805,
          "entryRatio": 4.351351351351352,
          "naive": {
            "last_reversal": {
              "n": 730,
              "balancedAccuracy": 51.31975867269985,
              "accuracy": 51.02739726027398,
              "flatOutcomePct": 0.13679890560875513,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 730,
              "balancedAccuracy": 48.68024132730015,
              "accuracy": 48.97260273972603,
              "flatOutcomePct": 0.13679890560875513,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 730,
              "balancedAccuracy": 47.2473604826546,
              "accuracy": 47.6027397260274,
              "flatOutcomePct": 0.13679890560875513,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -8.787957552948987,
            "high": 14.579952999070645
          },
          "familyAdjustedCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -10.431055013098357,
            "high": 24.362771283727167
          },
          "heldOut": [
            {
              "n": 100,
              "balancedAccuracy": 50.72115384615385,
              "accuracy": 51,
              "flatOutcomePct": 0,
              "coveragePct": 40,
              "signalCount": 40,
              "signalAccuracy": 42.5,
              "entries": 11,
              "entryAccuracy": 36.36363636363637,
              "falseDirectionEntries": 7
            },
            {
              "n": 100,
              "balancedAccuracy": 53.52564102564102,
              "accuracy": 53.5,
              "flatOutcomePct": 0,
              "coveragePct": 64,
              "signalCount": 64,
              "signalAccuracy": 51.5625,
              "entries": 41,
              "entryAccuracy": 53.65853658536586,
              "falseDirectionEntries": 19
            }
          ],
          "latency": [
            {
              "turns": 25,
              "missed": 15,
              "meanPenalized": 5.2,
              "medianPenalized": 7,
              "matchedMean": 2.5,
              "matchedMedian": 3
            },
            {
              "turns": 25,
              "missed": 0,
              "meanPenalized": 0.32,
              "medianPenalized": 0,
              "matchedMean": 0.32,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 4,
            "blockDays": 84,
            "low": -5.857142857142857,
            "high": -4.5
          },
          "failedChecks": [
            "insufficient_independent_time_blocks",
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 1548,
          "baseline": {
            "n": 1547,
            "balancedAccuracy": 49.9214244521338,
            "accuracy": 51.3251454427925,
            "flatOutcomePct": 0.06459948320413438,
            "coveragePct": 51.00193923723335,
            "signalCount": 789,
            "signalAccuracy": 51.07731305449936,
            "entries": 123,
            "entryAccuracy": 56.09756097560976,
            "falseDirectionEntries": 54
          },
          "candidate": {
            "n": 1547,
            "balancedAccuracy": 50.32583621683968,
            "accuracy": 50.61409179056238,
            "flatOutcomePct": 0.06459948320413438,
            "coveragePct": 56.625727213962506,
            "signalCount": 876,
            "signalAccuracy": 47.94520547945205,
            "entries": 691,
            "entryAccuracy": 49.05933429811867,
            "falseDirectionEntries": 352
          },
          "balancedGainPP": 0.404411764705884,
          "entryRatio": 5.617886178861789,
          "naive": {
            "last_reversal": {
              "n": 1547,
              "balancedAccuracy": 53.64403114186851,
              "accuracy": 52.973497091144154,
              "flatOutcomePct": 0.06459948320413438,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1547,
              "balancedAccuracy": 46.35596885813148,
              "accuracy": 47.026502908855846,
              "flatOutcomePct": 0.06459948320413438,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1547,
              "balancedAccuracy": 50.432525951557096,
              "accuracy": 51.19586296056884,
              "flatOutcomePct": 0.06459948320413438,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.253430576924197,
            "high": 3.875947218085516
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -8.294039384356651,
            "high": 4.816951268715865
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 52.433811362382784,
              "accuracy": 51.45348837209303,
              "flatOutcomePct": 0,
              "coveragePct": 41.27906976744186,
              "signalCount": 71,
              "signalAccuracy": 47.88732394366197,
              "entries": 13,
              "entryAccuracy": 53.84615384615385,
              "falseDirectionEntries": 6
            },
            {
              "n": 172,
              "balancedAccuracy": 49.64147821290679,
              "accuracy": 48.837209302325576,
              "flatOutcomePct": 0,
              "coveragePct": 61.04651162790697,
              "signalCount": 105,
              "signalAccuracy": 46.666666666666664,
              "entries": 78,
              "entryAccuracy": 50,
              "falseDirectionEntries": 39
            }
          ],
          "latency": [
            {
              "turns": 63,
              "missed": 37,
              "meanPenalized": 5.142857142857143,
              "medianPenalized": 7,
              "matchedMean": 2.5,
              "matchedMedian": 3
            },
            {
              "turns": 63,
              "missed": 3,
              "meanPenalized": -0.015873015873015872,
              "medianPenalized": -1,
              "matchedMean": -0.36666666666666664,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -6.25,
            "high": -4.101449275362318
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "coin1w/3": {
      "status": "evaluated",
      "assets": 18,
      "symbols": [
        "coin1w|AAVEUSDT",
        "coin1w|ADAUSDT",
        "coin1w|AVAXUSDT",
        "coin1w|BNBUSDT",
        "coin1w|BTCUSDT",
        "coin1w|DASHUSDT",
        "coin1w|DOGEUSDT",
        "coin1w|ETHUSDT",
        "coin1w|LINKUSDT",
        "coin1w|LTCUSDT",
        "coin1w|NEARUSDT",
        "coin1w|PAXGUSDT",
        "coin1w|SOLUSDT",
        "coin1w|TRXUSDT",
        "coin1w|UNIUSDT",
        "coin1w|XLMUSDT",
        "coin1w|XRPUSDT",
        "coin1w|ZECUSDT"
      ],
      "heldOutSymbols": [
        "coin1w|XRPUSDT",
        "coin1w|ZECUSDT"
      ],
      "excluded": [
        {
          "key": "coin1w|ENAUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 131
        },
        {
          "key": "coin1w|PEPEUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        },
        {
          "key": "coin1w|PUMPUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 56
        },
        {
          "key": "coin1w|PYTHUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 140
        },
        {
          "key": "coin1w|SUIUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        },
        {
          "key": "coin1w|TAOUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 130
        },
        {
          "key": "coin1w|TRUMPUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 90
        },
        {
          "key": "coin1w|TUTUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 80
        },
        {
          "key": "coin1w|WLDUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 167
        }
      ],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.8412250855542669,
        "0.01": 0.782155775046468,
        "0.1": 0.7393858515407951
      },
      "folds": [
        {
          "period": [
            "2024-01-01",
            "2025-01-01"
          ],
          "n": 731,
          "baseline": {
            "n": 731,
            "balancedAccuracy": 47.079765062523684,
            "accuracy": 48.42681258549932,
            "flatOutcomePct": 0,
            "coveragePct": 44.87004103967168,
            "signalCount": 328,
            "signalAccuracy": 48.47560975609756,
            "entries": 74,
            "entryAccuracy": 45.94594594594595,
            "falseDirectionEntries": 40
          },
          "candidate": {
            "n": 731,
            "balancedAccuracy": 47.159340659340664,
            "accuracy": 49.45280437756498,
            "flatOutcomePct": 0,
            "coveragePct": 57.729138166894664,
            "signalCount": 422,
            "signalAccuracy": 48.5781990521327,
            "entries": 187,
            "entryAccuracy": 51.33689839572193,
            "falseDirectionEntries": 91
          },
          "balancedGainPP": 0.07957559681698001,
          "entryRatio": 2.527027027027027,
          "naive": {
            "last_reversal": {
              "n": 731,
              "balancedAccuracy": 55.58488063660477,
              "accuracy": 55.06155950752394,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 731,
              "balancedAccuracy": 44.41511936339523,
              "accuracy": 44.93844049247606,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 731,
              "balancedAccuracy": 48.47802197802198,
              "accuracy": 49.04240766073871,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -4.597163009186085,
            "high": 4.1902283231537965
          },
          "familyAdjustedCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -6.961498100198148,
            "high": 5.462071333838575
          },
          "heldOut": [
            {
              "n": 100,
              "balancedAccuracy": 43.556804496186274,
              "accuracy": 44,
              "flatOutcomePct": 0,
              "coveragePct": 40,
              "signalCount": 40,
              "signalAccuracy": 32.5,
              "entries": 11,
              "entryAccuracy": 45.45454545454545,
              "falseDirectionEntries": 6
            },
            {
              "n": 100,
              "balancedAccuracy": 43.245684464070656,
              "accuracy": 44.5,
              "flatOutcomePct": 0,
              "coveragePct": 65,
              "signalCount": 65,
              "signalAccuracy": 44.61538461538462,
              "entries": 32,
              "entryAccuracy": 53.125,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 25,
              "missed": 15,
              "meanPenalized": 5.2,
              "medianPenalized": 7,
              "matchedMean": 2.5,
              "matchedMedian": 3
            },
            {
              "turns": 25,
              "missed": 3,
              "meanPenalized": 0.92,
              "medianPenalized": 0,
              "matchedMean": 0.09090909090909091,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 4,
            "blockDays": 84,
            "low": -6.541666666666667,
            "high": -2.324324324324324
          },
          "failedChecks": [
            "insufficient_independent_time_blocks",
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 1548,
          "baseline": {
            "n": 1546,
            "balancedAccuracy": 48.98116274864682,
            "accuracy": 50.12936610608021,
            "flatOutcomePct": 0.12919896640826875,
            "coveragePct": 51.034928848641655,
            "signalCount": 789,
            "signalAccuracy": 46.64131812420786,
            "entries": 123,
            "entryAccuracy": 50.40650406504065,
            "falseDirectionEntries": 61
          },
          "candidate": {
            "n": 1546,
            "balancedAccuracy": 47.35924448207276,
            "accuracy": 47.83311772315653,
            "flatOutcomePct": 0.12919896640826875,
            "coveragePct": 56.403622250970244,
            "signalCount": 872,
            "signalAccuracy": 45.52752293577982,
            "entries": 578,
            "entryAccuracy": 46.10051993067591,
            "falseDirectionEntries": 311
          },
          "balancedGainPP": -1.6219182665740561,
          "entryRatio": 4.699186991869919,
          "naive": {
            "last_reversal": {
              "n": 1546,
              "balancedAccuracy": 49.49172205295115,
              "accuracy": 48.997412677878394,
              "flatOutcomePct": 0.12919896640826875,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1546,
              "balancedAccuracy": 50.50827794704885,
              "accuracy": 51.002587322121606,
              "flatOutcomePct": 0.12919896640826875,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1546,
              "balancedAccuracy": 51.395430187933144,
              "accuracy": 52.00517464424321,
              "flatOutcomePct": 0.12919896640826875,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -9.479337022860372,
            "high": 6.470379976142224
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -13.7443536677974,
            "high": 11.600468509004857
          },
          "heldOut": [
            {
              "n": 171,
              "balancedAccuracy": 47.16081790549875,
              "accuracy": 46.49122807017544,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 41.52046783625731,
              "signalCount": 71,
              "signalAccuracy": 36.61971830985916,
              "entries": 13,
              "entryAccuracy": 46.15384615384615,
              "falseDirectionEntries": 7
            },
            {
              "n": 171,
              "balancedAccuracy": 52.78391820945012,
              "accuracy": 54.09356725146199,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 56.72514619883041,
              "signalCount": 97,
              "signalAccuracy": 51.546391752577314,
              "entries": 67,
              "entryAccuracy": 52.23880597014925,
              "falseDirectionEntries": 32
            }
          ],
          "latency": [
            {
              "turns": 63,
              "missed": 37,
              "meanPenalized": 5.142857142857143,
              "medianPenalized": 7,
              "matchedMean": 2.5,
              "matchedMedian": 3
            },
            {
              "turns": 63,
              "missed": 2,
              "meanPenalized": -0.3492063492063492,
              "medianPenalized": -1,
              "matchedMean": -0.5901639344262295,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -6.339285714285714,
            "high": -4.716666666666667
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "coin1w/5": {
      "status": "evaluated",
      "assets": 18,
      "symbols": [
        "coin1w|AAVEUSDT",
        "coin1w|ADAUSDT",
        "coin1w|AVAXUSDT",
        "coin1w|BNBUSDT",
        "coin1w|BTCUSDT",
        "coin1w|DASHUSDT",
        "coin1w|DOGEUSDT",
        "coin1w|ETHUSDT",
        "coin1w|LINKUSDT",
        "coin1w|LTCUSDT",
        "coin1w|NEARUSDT",
        "coin1w|PAXGUSDT",
        "coin1w|SOLUSDT",
        "coin1w|TRXUSDT",
        "coin1w|UNIUSDT",
        "coin1w|XLMUSDT",
        "coin1w|XRPUSDT",
        "coin1w|ZECUSDT"
      ],
      "heldOutSymbols": [
        "coin1w|XRPUSDT",
        "coin1w|ZECUSDT"
      ],
      "excluded": [
        {
          "key": "coin1w|ENAUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 131
        },
        {
          "key": "coin1w|PEPEUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        },
        {
          "key": "coin1w|PUMPUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 56
        },
        {
          "key": "coin1w|PYTHUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 140
        },
        {
          "key": "coin1w|SUIUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        },
        {
          "key": "coin1w|TAOUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 130
        },
        {
          "key": "coin1w|TRUMPUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 90
        },
        {
          "key": "coin1w|TUTUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 80
        },
        {
          "key": "coin1w|WLDUSDT",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 167
        }
      ],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.8303785383099388,
        "0.01": 0.7703922262254215,
        "0.1": 0.7330257865852494
      },
      "folds": [
        {
          "period": [
            "2024-01-01",
            "2025-01-01"
          ],
          "n": 695,
          "baseline": {
            "n": 695,
            "balancedAccuracy": 47.70975470027603,
            "accuracy": 49.92805755395683,
            "flatOutcomePct": 0,
            "coveragePct": 43.884892086330936,
            "signalCount": 305,
            "signalAccuracy": 47.868852459016395,
            "entries": 70,
            "entryAccuracy": 40,
            "falseDirectionEntries": 42
          },
          "candidate": {
            "n": 695,
            "balancedAccuracy": 51.46259743416142,
            "accuracy": 56.330935251798564,
            "flatOutcomePct": 0,
            "coveragePct": 67.05035971223022,
            "signalCount": 466,
            "signalAccuracy": 56.437768240343345,
            "entries": 137,
            "entryAccuracy": 54.74452554744526,
            "falseDirectionEntries": 62
          },
          "balancedGainPP": 3.7528427338853874,
          "entryRatio": 1.957142857142857,
          "naive": {
            "last_reversal": {
              "n": 695,
              "balancedAccuracy": 54.23393746853462,
              "accuracy": 53.45323741007194,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 695,
              "balancedAccuracy": 45.76606253146538,
              "accuracy": 46.54676258992806,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 695,
              "balancedAccuracy": 46.78944673020503,
              "accuracy": 47.55395683453237,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -10.309049422999555,
            "high": 19.071342654478514
          },
          "familyAdjustedCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -11.930429472624077,
            "high": 25.45452397348132
          },
          "heldOut": [
            {
              "n": 96,
              "balancedAccuracy": 33.34860284012826,
              "accuracy": 35.41666666666667,
              "flatOutcomePct": 0,
              "coveragePct": 39.58333333333333,
              "signalCount": 38,
              "signalAccuracy": 21.052631578947366,
              "entries": 11,
              "entryAccuracy": 27.27272727272727,
              "falseDirectionEntries": 8
            },
            {
              "n": 96,
              "balancedAccuracy": 56.73385249656436,
              "accuracy": 63.541666666666664,
              "flatOutcomePct": 0,
              "coveragePct": 63.541666666666664,
              "signalCount": 61,
              "signalAccuracy": 65.57377049180327,
              "entries": 25,
              "entryAccuracy": 48,
              "falseDirectionEntries": 13
            }
          ],
          "latency": [
            {
              "turns": 22,
              "missed": 13,
              "meanPenalized": 5.136363636363637,
              "medianPenalized": 7,
              "matchedMean": 2.4444444444444446,
              "matchedMedian": 3
            },
            {
              "turns": 22,
              "missed": 7,
              "meanPenalized": 1.0909090909090908,
              "medianPenalized": -1,
              "matchedMean": -1.6666666666666667,
              "matchedMedian": -2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 3,
            "blockDays": 84,
            "low": -6.25,
            "high": -2.6363636363636362
          },
          "failedChecks": [
            "insufficient_independent_time_blocks",
            "direction_gain_not_confirmed",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 1548,
          "baseline": {
            "n": 1546,
            "balancedAccuracy": 47.961640196030494,
            "accuracy": 48.965071151358345,
            "flatOutcomePct": 0.12919896640826875,
            "coveragePct": 50.970245795601556,
            "signalCount": 788,
            "signalAccuracy": 45.17766497461929,
            "entries": 123,
            "entryAccuracy": 52.03252032520326,
            "falseDirectionEntries": 59
          },
          "candidate": {
            "n": 1546,
            "balancedAccuracy": 45.90768629050884,
            "accuracy": 46.3130659767141,
            "flatOutcomePct": 0.12919896640826875,
            "coveragePct": 49.22380336351876,
            "signalCount": 761,
            "signalAccuracy": 43.88961892247043,
            "entries": 341,
            "entryAccuracy": 45.74780058651026,
            "falseDirectionEntries": 185
          },
          "balancedGainPP": -2.0539539055216522,
          "entryRatio": 2.772357723577236,
          "naive": {
            "last_reversal": {
              "n": 1546,
              "balancedAccuracy": 48.32464559243256,
              "accuracy": 47.89780077619664,
              "flatOutcomePct": 0.12919896640826875,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1546,
              "balancedAccuracy": 51.67535440756743,
              "accuracy": 52.10219922380336,
              "flatOutcomePct": 0.12919896640826875,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1546,
              "balancedAccuracy": 51.865644592724216,
              "accuracy": 52.39327296248383,
              "flatOutcomePct": 0.12919896640826875,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -8.892834238007357,
            "high": 4.260427297930692
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -12.779721231785066,
            "high": 8.300254926741353
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 47.618556701030926,
              "accuracy": 46.80232558139535,
              "flatOutcomePct": 0,
              "coveragePct": 41.27906976744186,
              "signalCount": 71,
              "signalAccuracy": 33.80281690140845,
              "entries": 13,
              "entryAccuracy": 53.84615384615385,
              "falseDirectionEntries": 6
            },
            {
              "n": 172,
              "balancedAccuracy": 51.487972508591064,
              "accuracy": 52.616279069767444,
              "flatOutcomePct": 0,
              "coveragePct": 50,
              "signalCount": 86,
              "signalAccuracy": 47.674418604651166,
              "entries": 42,
              "entryAccuracy": 47.61904761904761,
              "falseDirectionEntries": 22
            }
          ],
          "latency": [
            {
              "turns": 63,
              "missed": 37,
              "meanPenalized": 5.142857142857143,
              "medianPenalized": 7,
              "matchedMean": 2.5,
              "matchedMedian": 3
            },
            {
              "turns": 63,
              "missed": 17,
              "meanPenalized": 1.8253968253968254,
              "medianPenalized": 0,
              "matchedMean": -0.08695652173913043,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -4.2615384615384615,
            "high": -2.373134328358209
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "in1d/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "in1d|HDFCBANK.NS",
        "in1d|ICICIBANK.NS",
        "in1d|INFY.NS",
        "in1d|ITC.NS",
        "in1d|LT.NS",
        "in1d|RELIANCE.NS",
        "in1d|SUNPHARMA.NS",
        "in1d|TCS.NS"
      ],
      "heldOutSymbols": [
        "in1d|SUNPHARMA.NS",
        "in1d|TCS.NS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6973892479979946,
        "0.01": 0.6959190791930612,
        "0.1": 0.694324979654581
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1968,
          "baseline": {
            "n": 1958,
            "balancedAccuracy": 48.17395248429731,
            "accuracy": 48.186925434116446,
            "flatOutcomePct": 0.5081300813008129,
            "coveragePct": 33.9632277834525,
            "signalCount": 665,
            "signalAccuracy": 48.87218045112782,
            "entries": 120,
            "entryAccuracy": 49.57983193277311,
            "falseDirectionEntries": 60
          },
          "candidate": {
            "n": 1958,
            "balancedAccuracy": 50.05282074247591,
            "accuracy": 49.897854954034734,
            "flatOutcomePct": 0.5081300813008129,
            "coveragePct": 5.6690500510725235,
            "signalCount": 111,
            "signalAccuracy": 46.846846846846844,
            "entries": 96,
            "entryAccuracy": 47.91666666666667,
            "falseDirectionEntries": 50
          },
          "balancedGainPP": 1.8788682581785991,
          "entryRatio": 0.8,
          "naive": {
            "last_reversal": {
              "n": 1958,
              "balancedAccuracy": 51.09488212936488,
              "accuracy": 51.072522982635334,
              "flatOutcomePct": 0.5081300813008129,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1958,
              "balancedAccuracy": 48.90511787063511,
              "accuracy": 48.92747701736466,
              "flatOutcomePct": 0.5081300813008129,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1958,
              "balancedAccuracy": 48.32179314937935,
              "accuracy": 48.31460674157304,
              "flatOutcomePct": 0.5081300813008129,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.7808550337319038,
            "high": 5.210960532017146
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -5.659116945888763,
            "high": 7.2789919749773
          },
          "heldOut": [
            {
              "n": 490,
              "balancedAccuracy": 48.75,
              "accuracy": 49.28571428571429,
              "flatOutcomePct": 0.40650406504065045,
              "coveragePct": 38.163265306122454,
              "signalCount": 187,
              "signalAccuracy": 51.87165775401069,
              "entries": 32,
              "entryAccuracy": 50,
              "falseDirectionEntries": 16
            },
            {
              "n": 490,
              "balancedAccuracy": 51.06605351170569,
              "accuracy": 50.91836734693877,
              "flatOutcomePct": 0.40650406504065045,
              "coveragePct": 5.918367346938775,
              "signalCount": 29,
              "signalAccuracy": 48.275862068965516,
              "entries": 27,
              "entryAccuracy": 48.148148148148145,
              "falseDirectionEntries": 14
            }
          ],
          "latency": [
            {
              "turns": 98,
              "missed": 69,
              "meanPenalized": 5.744897959183674,
              "medianPenalized": 7,
              "matchedMean": 2.7586206896551726,
              "matchedMedian": 3
            },
            {
              "turns": 98,
              "missed": 81,
              "meanPenalized": 5.979591836734694,
              "medianPenalized": 7,
              "matchedMean": 1.1176470588235294,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -0.53573606271777,
            "high": 1.0116313269493844
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1480,
          "baseline": {
            "n": 1469,
            "balancedAccuracy": 50.610035027185276,
            "accuracy": 51.76991150442478,
            "flatOutcomePct": 0.7432432432432433,
            "coveragePct": 45.064669843430906,
            "signalCount": 662,
            "signalAccuracy": 54.38066465256798,
            "entries": 112,
            "entryAccuracy": 56.25,
            "falseDirectionEntries": 49
          },
          "candidate": {
            "n": 1469,
            "balancedAccuracy": 51.96369757124933,
            "accuracy": 51.76991150442478,
            "flatOutcomePct": 0.7432432432432433,
            "coveragePct": 6.1946902654867255,
            "signalCount": 91,
            "signalAccuracy": 47.25274725274725,
            "entries": 78,
            "entryAccuracy": 48.05194805194805,
            "falseDirectionEntries": 40
          },
          "balancedGainPP": 1.3536625440640506,
          "entryRatio": 0.6964285714285714,
          "naive": {
            "last_reversal": {
              "n": 1469,
              "balancedAccuracy": 51.16709050307702,
              "accuracy": 50.81688223281143,
              "flatOutcomePct": 0.7432432432432433,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1469,
              "balancedAccuracy": 48.83290949692299,
              "accuracy": 49.18311776718856,
              "flatOutcomePct": 0.7432432432432433,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1469,
              "balancedAccuracy": 49.71633767999044,
              "accuracy": 50.306330837304294,
              "flatOutcomePct": 0.7432432432432433,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.975385194839296,
            "high": 5.5590463584035765
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -6.0594034536415045,
            "high": 8.696510624592463
          },
          "heldOut": [
            {
              "n": 368,
              "balancedAccuracy": 51.91761363636363,
              "accuracy": 52.309782608695656,
              "flatOutcomePct": 0.5405405405405406,
              "coveragePct": 46.19565217391305,
              "signalCount": 170,
              "signalAccuracy": 57.05882352941176,
              "entries": 24,
              "entryAccuracy": 50,
              "falseDirectionEntries": 12
            },
            {
              "n": 368,
              "balancedAccuracy": 54.88873106060607,
              "accuracy": 54.61956521739131,
              "flatOutcomePct": 0.5405405405405406,
              "coveragePct": 5.706521739130435,
              "signalCount": 21,
              "signalAccuracy": 52.38095238095239,
              "entries": 19,
              "entryAccuracy": 52.63157894736842,
              "falseDirectionEntries": 9
            }
          ],
          "latency": [
            {
              "turns": 78,
              "missed": 54,
              "meanPenalized": 5.371794871794871,
              "medianPenalized": 7,
              "matchedMean": 1.7083333333333333,
              "matchedMedian": 2.5
            },
            {
              "turns": 78,
              "missed": 68,
              "meanPenalized": 6.256410256410256,
              "medianPenalized": 7,
              "matchedMean": 1.2,
              "matchedMedian": 0.5
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": 0.3493835808349678,
            "high": 1.4647887323943662
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "in1d/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "in1d|HDFCBANK.NS",
        "in1d|ICICIBANK.NS",
        "in1d|INFY.NS",
        "in1d|ITC.NS",
        "in1d|LT.NS",
        "in1d|RELIANCE.NS",
        "in1d|SUNPHARMA.NS",
        "in1d|TCS.NS"
      ],
      "heldOutSymbols": [
        "in1d|SUNPHARMA.NS",
        "in1d|TCS.NS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6991718998488099,
        "0.01": 0.6978045767594252,
        "0.1": 0.69613761898788
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1968,
          "baseline": {
            "n": 1966,
            "balancedAccuracy": 47.07285104727132,
            "accuracy": 47.075279755849444,
            "flatOutcomePct": 0.10162601626016261,
            "coveragePct": 33.926754832146486,
            "signalCount": 667,
            "signalAccuracy": 47.37631184407796,
            "entries": 120,
            "entryAccuracy": 50,
            "falseDirectionEntries": 60
          },
          "candidate": {
            "n": 1966,
            "balancedAccuracy": 49.73690147608388,
            "accuracy": 49.72024415055951,
            "flatOutcomePct": 0.10162601626016261,
            "coveragePct": 11.444557477110886,
            "signalCount": 225,
            "signalAccuracy": 52,
            "entries": 183,
            "entryAccuracy": 51.36612021857923,
            "falseDirectionEntries": 89
          },
          "balancedGainPP": 2.6640504288125584,
          "entryRatio": 1.525,
          "naive": {
            "last_reversal": {
              "n": 1966,
              "balancedAccuracy": 50.3599914309931,
              "accuracy": 50.356052899287896,
              "flatOutcomePct": 0.10162601626016261,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1966,
              "balancedAccuracy": 49.640008569006895,
              "accuracy": 49.643947100712104,
              "flatOutcomePct": 0.10162601626016261,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1966,
              "balancedAccuracy": 48.32267899444567,
              "accuracy": 48.32146490335707,
              "flatOutcomePct": 0.10162601626016261,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.4232916178816564,
            "high": 7.450098472911221
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -6.408719316660585,
            "high": 10.835591120934277
          },
          "heldOut": [
            {
              "n": 492,
              "balancedAccuracy": 46.19420510361024,
              "accuracy": 46.44308943089431,
              "flatOutcomePct": 0,
              "coveragePct": 38.00813008130081,
              "signalCount": 187,
              "signalAccuracy": 48.1283422459893,
              "entries": 32,
              "entryAccuracy": 46.875,
              "falseDirectionEntries": 17
            },
            {
              "n": 492,
              "balancedAccuracy": 47.51848115501017,
              "accuracy": 47.5609756097561,
              "flatOutcomePct": 0,
              "coveragePct": 11.991869918699187,
              "signalCount": 59,
              "signalAccuracy": 50.847457627118644,
              "entries": 49,
              "entryAccuracy": 48.97959183673469,
              "falseDirectionEntries": 25
            }
          ],
          "latency": [
            {
              "turns": 98,
              "missed": 69,
              "meanPenalized": 5.744897959183674,
              "medianPenalized": 7,
              "matchedMean": 2.7586206896551726,
              "matchedMedian": 3
            },
            {
              "turns": 98,
              "missed": 63,
              "meanPenalized": 4.724489795918367,
              "medianPenalized": 7,
              "matchedMean": 0.6285714285714286,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -1.5631067961165048,
            "high": -0.5247524752475248
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1480,
          "baseline": {
            "n": 1476,
            "balancedAccuracy": 49.495929709833455,
            "accuracy": 51.55826558265583,
            "flatOutcomePct": 0.2702702702702703,
            "coveragePct": 45.1219512195122,
            "signalCount": 666,
            "signalAccuracy": 53.453453453453456,
            "entries": 112,
            "entryAccuracy": 52.25225225225225,
            "falseDirectionEntries": 53
          },
          "candidate": {
            "n": 1476,
            "balancedAccuracy": 50.226226295745015,
            "accuracy": 49.96612466124661,
            "flatOutcomePct": 0.2702702702702703,
            "coveragePct": 11.720867208672086,
            "signalCount": 173,
            "signalAccuracy": 52.02312138728323,
            "entries": 142,
            "entryAccuracy": 53.191489361702125,
            "falseDirectionEntries": 66
          },
          "balancedGainPP": 0.7302965859115602,
          "entryRatio": 1.2678571428571428,
          "naive": {
            "last_reversal": {
              "n": 1476,
              "balancedAccuracy": 50.78299356374223,
              "accuracy": 50.135501355013545,
              "flatOutcomePct": 0.2702702702702703,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1476,
              "balancedAccuracy": 49.21700643625777,
              "accuracy": 49.86449864498645,
              "flatOutcomePct": 0.2702702702702703,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1476,
              "balancedAccuracy": 47.86649973815749,
              "accuracy": 48.983739837398375,
              "flatOutcomePct": 0.2702702702702703,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -5.053882709653896,
            "high": 5.8034682629388
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -9.512452360789176,
            "high": 8.99996740339112
          },
          "heldOut": [
            {
              "n": 370,
              "balancedAccuracy": 54.96684821217145,
              "accuracy": 55.945945945945944,
              "flatOutcomePct": 0,
              "coveragePct": 45.94594594594595,
              "signalCount": 170,
              "signalAccuracy": 61.76470588235294,
              "entries": 24,
              "entryAccuracy": 54.166666666666664,
              "falseDirectionEntries": 11
            },
            {
              "n": 370,
              "balancedAccuracy": 52.348744968032214,
              "accuracy": 52.02702702702703,
              "flatOutcomePct": 0,
              "coveragePct": 12.432432432432433,
              "signalCount": 46,
              "signalAccuracy": 58.69565217391305,
              "entries": 40,
              "entryAccuracy": 60,
              "falseDirectionEntries": 16
            }
          ],
          "latency": [
            {
              "turns": 78,
              "missed": 54,
              "meanPenalized": 5.371794871794871,
              "medianPenalized": 7,
              "matchedMean": 1.7083333333333333,
              "matchedMedian": 2.5
            },
            {
              "turns": 78,
              "missed": 50,
              "meanPenalized": 5.256410256410256,
              "medianPenalized": 7,
              "matchedMean": 2.142857142857143,
              "matchedMedian": 3
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.547945205479452,
            "high": 0.25
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "in1d/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "in1d|HDFCBANK.NS",
        "in1d|ICICIBANK.NS",
        "in1d|INFY.NS",
        "in1d|ITC.NS",
        "in1d|LT.NS",
        "in1d|RELIANCE.NS",
        "in1d|SUNPHARMA.NS",
        "in1d|TCS.NS"
      ],
      "heldOutSymbols": [
        "in1d|SUNPHARMA.NS",
        "in1d|TCS.NS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6960067299929975,
        "0.01": 0.694790700875489,
        "0.1": 0.6936283730157489
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1952,
          "baseline": {
            "n": 1947,
            "balancedAccuracy": 47.52594951016537,
            "accuracy": 47.50898818695429,
            "flatOutcomePct": 0.25614754098360654,
            "coveragePct": 34.10374935798664,
            "signalCount": 664,
            "signalAccuracy": 47.13855421686747,
            "entries": 120,
            "entryAccuracy": 46.666666666666664,
            "falseDirectionEntries": 64
          },
          "candidate": {
            "n": 1947,
            "balancedAccuracy": 50.876172296719155,
            "accuracy": 51.206985105290194,
            "flatOutcomePct": 0.25614754098360654,
            "coveragePct": 7.344632768361582,
            "signalCount": 143,
            "signalAccuracy": 58.74125874125874,
            "entries": 118,
            "entryAccuracy": 59.32203389830508,
            "falseDirectionEntries": 48
          },
          "balancedGainPP": 3.350222786553786,
          "entryRatio": 0.9833333333333333,
          "naive": {
            "last_reversal": {
              "n": 1947,
              "balancedAccuracy": 50.412165688124176,
              "accuracy": 50.43656908063687,
              "flatOutcomePct": 0.25614754098360654,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1947,
              "balancedAccuracy": 49.587834311875824,
              "accuracy": 49.56343091936312,
              "flatOutcomePct": 0.25614754098360654,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1947,
              "balancedAccuracy": 47.81386072512851,
              "accuracy": 47.81715459681561,
              "flatOutcomePct": 0.25614754098360654,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.710789677169851,
            "high": 9.36711810850842
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -6.46864757671028,
            "high": 13.71053573362891
          },
          "heldOut": [
            {
              "n": 488,
              "balancedAccuracy": 47.295026881720425,
              "accuracy": 47.43852459016394,
              "flatOutcomePct": 0,
              "coveragePct": 37.90983606557377,
              "signalCount": 185,
              "signalAccuracy": 47.56756756756757,
              "entries": 32,
              "entryAccuracy": 43.75,
              "falseDirectionEntries": 18
            },
            {
              "n": 488,
              "balancedAccuracy": 53.524865591397855,
              "accuracy": 53.38114754098361,
              "flatOutcomePct": 0,
              "coveragePct": 7.377049180327869,
              "signalCount": 36,
              "signalAccuracy": 55.55555555555556,
              "entries": 31,
              "entryAccuracy": 58.06451612903226,
              "falseDirectionEntries": 13
            }
          ],
          "latency": [
            {
              "turns": 98,
              "missed": 69,
              "meanPenalized": 5.744897959183674,
              "medianPenalized": 7,
              "matchedMean": 2.7586206896551726,
              "matchedMedian": 3
            },
            {
              "turns": 98,
              "missed": 75,
              "meanPenalized": 5.73469387755102,
              "medianPenalized": 7,
              "matchedMean": 1.608695652173913,
              "matchedMedian": 2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -0.6136600378787879,
            "high": 0.6494974226804122
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1480,
          "baseline": {
            "n": 1479,
            "balancedAccuracy": 49.587575972847105,
            "accuracy": 51.85936443542934,
            "flatOutcomePct": 0.06756756756756757,
            "coveragePct": 45.09803921568628,
            "signalCount": 667,
            "signalAccuracy": 53.373313343328334,
            "entries": 112,
            "entryAccuracy": 58.92857142857143,
            "falseDirectionEntries": 46
          },
          "candidate": {
            "n": 1479,
            "balancedAccuracy": 48.75455273276727,
            "accuracy": 47.194050033806626,
            "flatOutcomePct": 0.06756756756756757,
            "coveragePct": 9.73630831643002,
            "signalCount": 144,
            "signalAccuracy": 45.13888888888889,
            "entries": 122,
            "entryAccuracy": 45.90163934426229,
            "falseDirectionEntries": 66
          },
          "balancedGainPP": -0.8330232400798323,
          "entryRatio": 1.0892857142857142,
          "naive": {
            "last_reversal": {
              "n": 1479,
              "balancedAccuracy": 50.15194569421422,
              "accuracy": 49.459093982420555,
              "flatOutcomePct": 0.06756756756756757,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1479,
              "balancedAccuracy": 49.84805430578578,
              "accuracy": 50.540906017579445,
              "flatOutcomePct": 0.06756756756756757,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1479,
              "balancedAccuracy": 53.028624426327475,
              "accuracy": 54.12440838404328,
              "flatOutcomePct": 0.06756756756756757,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -7.219108197966602,
            "high": 4.860926415313316
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -11.788372484662855,
            "high": 8.590591576271887
          },
          "heldOut": [
            {
              "n": 370,
              "balancedAccuracy": 55.25734416049678,
              "accuracy": 56.486486486486484,
              "flatOutcomePct": 0,
              "coveragePct": 45.94594594594595,
              "signalCount": 170,
              "signalAccuracy": 63.52941176470588,
              "entries": 24,
              "entryAccuracy": 58.333333333333336,
              "falseDirectionEntries": 10
            },
            {
              "n": 370,
              "balancedAccuracy": 55.75740386911869,
              "accuracy": 53.918918918918926,
              "flatOutcomePct": 0,
              "coveragePct": 12.432432432432433,
              "signalCount": 46,
              "signalAccuracy": 54.347826086956516,
              "entries": 39,
              "entryAccuracy": 56.41025641025641,
              "falseDirectionEntries": 17
            }
          ],
          "latency": [
            {
              "turns": 78,
              "missed": 54,
              "meanPenalized": 5.371794871794871,
              "medianPenalized": 7,
              "matchedMean": 1.7083333333333333,
              "matchedMedian": 2.5
            },
            {
              "turns": 78,
              "missed": 57,
              "meanPenalized": 5.538461538461538,
              "medianPenalized": 7,
              "matchedMean": 1.5714285714285714,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.23532574320050598,
            "high": 0.5517241379310345
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "in1w/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "in1w|HDFCBANK.NS",
        "in1w|ICICIBANK.NS",
        "in1w|INFY.NS",
        "in1w|ITC.NS",
        "in1w|LT.NS",
        "in1w|RELIANCE.NS",
        "in1w|SUNPHARMA.NS",
        "in1w|TCS.NS"
      ],
      "heldOutSymbols": [
        "in1w|SUNPHARMA.NS",
        "in1w|TCS.NS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7006554449134311,
        "0.01": 0.6983157229504094,
        "0.1": 0.6944599955593449
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 816,
            "balancedAccuracy": 48.69058339620805,
            "accuracy": 51.470588235294116,
            "flatOutcomePct": 0,
            "coveragePct": 51.9607843137255,
            "signalCount": 424,
            "signalAccuracy": 53.06603773584906,
            "entries": 56,
            "entryAccuracy": 55.35714285714286,
            "falseDirectionEntries": 25
          },
          "candidate": {
            "n": 816,
            "balancedAccuracy": 49.949497407939255,
            "accuracy": 49.63235294117647,
            "flatOutcomePct": 0,
            "coveragePct": 62.745098039215684,
            "signalCount": 512,
            "signalAccuracy": 51.5625,
            "entries": 280,
            "entryAccuracy": 51.42857142857142,
            "falseDirectionEntries": 136
          },
          "balancedGainPP": 1.258914011731207,
          "entryRatio": 5,
          "naive": {
            "last_reversal": {
              "n": 816,
              "balancedAccuracy": 50.78187747949473,
              "accuracy": 50.122549019607845,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 816,
              "balancedAccuracy": 49.21812252050527,
              "accuracy": 49.877450980392155,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 816,
              "balancedAccuracy": 51.83147954340789,
              "accuracy": 52.94117647058824,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.066069022881512,
            "high": 6.591862220031601
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -7.460316405538252,
            "high": 11.079788792514828
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 49.35947204968944,
              "accuracy": 51.9607843137255,
              "flatOutcomePct": 0,
              "coveragePct": 52.94117647058824,
              "signalCount": 108,
              "signalAccuracy": 54.629629629629626,
              "entries": 11,
              "entryAccuracy": 72.72727272727273,
              "falseDirectionEntries": 3
            },
            {
              "n": 204,
              "balancedAccuracy": 48.757763975155285,
              "accuracy": 48.529411764705884,
              "flatOutcomePct": 0,
              "coveragePct": 61.274509803921575,
              "signalCount": 125,
              "signalAccuracy": 47.199999999999996,
              "entries": 62,
              "entryAccuracy": 50,
              "falseDirectionEntries": 31
            }
          ],
          "latency": [
            {
              "turns": 42,
              "missed": 32,
              "meanPenalized": 6.261904761904762,
              "medianPenalized": 7,
              "matchedMean": 3.9,
              "matchedMedian": 4
            },
            {
              "turns": 42,
              "missed": 6,
              "meanPenalized": 0.30952380952380953,
              "medianPenalized": -1,
              "matchedMean": -0.8055555555555556,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -6.82051282051282,
            "high": -5.212765957446808
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 688,
            "balancedAccuracy": 49.09300121835657,
            "accuracy": 49.41860465116279,
            "flatOutcomePct": 0,
            "coveragePct": 43.16860465116279,
            "signalCount": 297,
            "signalAccuracy": 49.831649831649834,
            "entries": 45,
            "entryAccuracy": 33.33333333333333,
            "falseDirectionEntries": 30
          },
          "candidate": {
            "n": 688,
            "balancedAccuracy": 50.23690266684717,
            "accuracy": 49.7093023255814,
            "flatOutcomePct": 0,
            "coveragePct": 46.51162790697674,
            "signalCount": 320,
            "signalAccuracy": 48.125,
            "entries": 214,
            "entryAccuracy": 48.13084112149533,
            "falseDirectionEntries": 111
          },
          "balancedGainPP": 1.1439014484906025,
          "entryRatio": 4.7555555555555555,
          "naive": {
            "last_reversal": {
              "n": 688,
              "balancedAccuracy": 50.35196967645865,
              "accuracy": 50.2906976744186,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 688,
              "balancedAccuracy": 49.648030323541356,
              "accuracy": 49.7093023255814,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 688,
              "balancedAccuracy": 47.384763774197914,
              "accuracy": 47.45639534883721,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.04953869063115,
            "high": 6.898283735104848
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -7.404170756057938,
            "high": 11.534477618818569
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 50.05434782608695,
              "accuracy": 51.45348837209303,
              "flatOutcomePct": 0,
              "coveragePct": 48.25581395348838,
              "signalCount": 83,
              "signalAccuracy": 55.42168674698795,
              "entries": 8,
              "entryAccuracy": 62.5,
              "falseDirectionEntries": 3
            },
            {
              "n": 172,
              "balancedAccuracy": 53.81793478260869,
              "accuracy": 52.90697674418605,
              "flatOutcomePct": 0,
              "coveragePct": 40.69767441860465,
              "signalCount": 70,
              "signalAccuracy": 48.57142857142857,
              "entries": 50,
              "entryAccuracy": 44,
              "falseDirectionEntries": 28
            }
          ],
          "latency": [
            {
              "turns": 35,
              "missed": 27,
              "meanPenalized": 6,
              "medianPenalized": 7,
              "matchedMean": 2.625,
              "matchedMedian": 3.5
            },
            {
              "turns": 35,
              "missed": 3,
              "meanPenalized": -0.05714285714285714,
              "medianPenalized": -1,
              "matchedMean": -0.71875,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -6.862068965517241,
            "high": -5.454545454545454
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "in1w/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "in1w|HDFCBANK.NS",
        "in1w|ICICIBANK.NS",
        "in1w|INFY.NS",
        "in1w|ITC.NS",
        "in1w|LT.NS",
        "in1w|RELIANCE.NS",
        "in1w|SUNPHARMA.NS",
        "in1w|TCS.NS"
      ],
      "heldOutSymbols": [
        "in1w|SUNPHARMA.NS",
        "in1w|TCS.NS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7977012832069241,
        "0.01": 0.727322639826045,
        "0.1": 0.6885355237185435
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 816,
            "balancedAccuracy": 44.918330308529946,
            "accuracy": 50.245098039215684,
            "flatOutcomePct": 0,
            "coveragePct": 51.9607843137255,
            "signalCount": 424,
            "signalAccuracy": 54.48113207547169,
            "entries": 56,
            "entryAccuracy": 51.78571428571429,
            "falseDirectionEntries": 27
          },
          "candidate": {
            "n": 816,
            "balancedAccuracy": 52.29262303832605,
            "accuracy": 50.674019607843135,
            "flatOutcomePct": 0,
            "coveragePct": 64.2156862745098,
            "signalCount": 524,
            "signalAccuracy": 48.66412213740458,
            "entries": 160,
            "entryAccuracy": 48.75,
            "falseDirectionEntries": 82
          },
          "balancedGainPP": 7.374292729796103,
          "entryRatio": 2.857142857142857,
          "naive": {
            "last_reversal": {
              "n": 816,
              "balancedAccuracy": 52.02305967759154,
              "accuracy": 50.73529411764706,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 816,
              "balancedAccuracy": 47.97694032240846,
              "accuracy": 49.26470588235294,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 816,
              "balancedAccuracy": 49.220668303619085,
              "accuracy": 51.34803921568627,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": 0.2569308122523045,
            "high": 16.230548353642725
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -2.921423010048559,
            "high": 24.386359854256032
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 40.48982513549443,
              "accuracy": 47.549019607843135,
              "flatOutcomePct": 0,
              "coveragePct": 52.94117647058824,
              "signalCount": 108,
              "signalAccuracy": 53.70370370370371,
              "entries": 11,
              "entryAccuracy": 63.63636363636363,
              "falseDirectionEntries": 4
            },
            {
              "n": 204,
              "balancedAccuracy": 48.37406687800389,
              "accuracy": 45.588235294117645,
              "flatOutcomePct": 0,
              "coveragePct": 68.13725490196079,
              "signalCount": 139,
              "signalAccuracy": 41.726618705035975,
              "entries": 31,
              "entryAccuracy": 32.25806451612903,
              "falseDirectionEntries": 21
            }
          ],
          "latency": [
            {
              "turns": 42,
              "missed": 32,
              "meanPenalized": 6.261904761904762,
              "medianPenalized": 7,
              "matchedMean": 3.9,
              "matchedMedian": 4
            },
            {
              "turns": 42,
              "missed": 14,
              "meanPenalized": 2.0476190476190474,
              "medianPenalized": 1,
              "matchedMean": -0.42857142857142855,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -5.217391304347826,
            "high": -3.25
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 687,
            "balancedAccuracy": 50.357415902140666,
            "accuracy": 50.80058224163027,
            "flatOutcomePct": 0.14534883720930233,
            "coveragePct": 43.085880640465795,
            "signalCount": 296,
            "signalAccuracy": 52.02702702702703,
            "entries": 45,
            "entryAccuracy": 44.44444444444444,
            "falseDirectionEntries": 25
          },
          "candidate": {
            "n": 687,
            "balancedAccuracy": 49.91399082568807,
            "accuracy": 48.617176128093156,
            "flatOutcomePct": 0.14534883720930233,
            "coveragePct": 57.20524017467249,
            "signalCount": 393,
            "signalAccuracy": 48.346055979643765,
            "entries": 160,
            "entryAccuracy": 51.87500000000001,
            "falseDirectionEntries": 77
          },
          "balancedGainPP": -0.44342507645259843,
          "entryRatio": 3.5555555555555554,
          "naive": {
            "last_reversal": {
              "n": 687,
              "balancedAccuracy": 52.786697247706414,
              "accuracy": 52.69286754002911,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 687,
              "balancedAccuracy": 47.21330275229357,
              "accuracy": 47.30713245997089,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 687,
              "balancedAccuracy": 48.01223241590214,
              "accuracy": 48.10771470160116,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -8.677802534716655,
            "high": 7.739753351468602
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -17.02038490558722,
            "high": 13.698366923919957
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 46.89328977814073,
              "accuracy": 48.54651162790697,
              "flatOutcomePct": 0,
              "coveragePct": 48.25581395348838,
              "signalCount": 83,
              "signalAccuracy": 51.80722891566265,
              "entries": 8,
              "entryAccuracy": 50,
              "falseDirectionEntries": 4
            },
            {
              "n": 172,
              "balancedAccuracy": 48.15911256295087,
              "accuracy": 45.63953488372093,
              "flatOutcomePct": 0,
              "coveragePct": 54.65116279069767,
              "signalCount": 94,
              "signalAccuracy": 46.808510638297875,
              "entries": 38,
              "entryAccuracy": 36.84210526315789,
              "falseDirectionEntries": 24
            }
          ],
          "latency": [
            {
              "turns": 35,
              "missed": 27,
              "meanPenalized": 6,
              "medianPenalized": 7,
              "matchedMean": 2.625,
              "matchedMedian": 3.5
            },
            {
              "turns": 35,
              "missed": 11,
              "meanPenalized": 1.9714285714285715,
              "medianPenalized": 2,
              "matchedMean": -0.3333333333333333,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -5.023809523809524,
            "high": -2.9743589743589745
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "in1w/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "in1w|HDFCBANK.NS",
        "in1w|ICICIBANK.NS",
        "in1w|INFY.NS",
        "in1w|ITC.NS",
        "in1w|LT.NS",
        "in1w|RELIANCE.NS",
        "in1w|SUNPHARMA.NS",
        "in1w|TCS.NS"
      ],
      "heldOutSymbols": [
        "in1w|SUNPHARMA.NS",
        "in1w|TCS.NS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6901686975009942,
        "0.01": 0.6813615083786011,
        "0.1": 0.6711059015620912
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 800,
          "baseline": {
            "n": 799,
            "balancedAccuracy": 44.872847813180286,
            "accuracy": 50.62578222778473,
            "flatOutcomePct": 0.125,
            "coveragePct": 52.31539424280351,
            "signalCount": 418,
            "signalAccuracy": 55.26315789473685,
            "entries": 53,
            "entryAccuracy": 52.83018867924528,
            "falseDirectionEntries": 25
          },
          "candidate": {
            "n": 799,
            "balancedAccuracy": 52.357345471337155,
            "accuracy": 50.50062578222778,
            "flatOutcomePct": 0.125,
            "coveragePct": 73.71714643304131,
            "signalCount": 589,
            "signalAccuracy": 50.25466893039049,
            "entries": 189,
            "entryAccuracy": 57.14285714285714,
            "falseDirectionEntries": 81
          },
          "balancedGainPP": 7.484497658156869,
          "entryRatio": 3.5660377358490565,
          "naive": {
            "last_reversal": {
              "n": 799,
              "balancedAccuracy": 48.91912395276733,
              "accuracy": 47.80976220275344,
              "flatOutcomePct": 0.125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 799,
              "balancedAccuracy": 51.08087604723266,
              "accuracy": 52.19023779724657,
              "flatOutcomePct": 0.125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 799,
              "balancedAccuracy": 49.55010224948875,
              "accuracy": 51.689612015018774,
              "flatOutcomePct": 0.125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": 2.9355732794554887,
            "high": 12.354309433502031
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": 0.42647033805837997,
            "high": 15.7276157396984
          },
          "heldOut": [
            {
              "n": 200,
              "balancedAccuracy": 40.193749340090804,
              "accuracy": 46.75,
              "flatOutcomePct": 0,
              "coveragePct": 54,
              "signalCount": 108,
              "signalAccuracy": 51.85185185185185,
              "entries": 11,
              "entryAccuracy": 63.63636363636363,
              "falseDirectionEntries": 4
            },
            {
              "n": 200,
              "balancedAccuracy": 49.62517157639109,
              "accuracy": 47,
              "flatOutcomePct": 0,
              "coveragePct": 76.5,
              "signalCount": 153,
              "signalAccuracy": 44.44444444444444,
              "entries": 35,
              "entryAccuracy": 60,
              "falseDirectionEntries": 14
            }
          ],
          "latency": [
            {
              "turns": 41,
              "missed": 32,
              "meanPenalized": 6.2682926829268295,
              "medianPenalized": 7,
              "matchedMean": 3.6666666666666665,
              "matchedMedian": 4
            },
            {
              "turns": 41,
              "missed": 10,
              "meanPenalized": 1.951219512195122,
              "medianPenalized": 1,
              "matchedMean": 0.3225806451612903,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -5.363680069930069,
            "high": -3.119047619047619
          },
          "failedChecks": [
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 688,
            "balancedAccuracy": 51.71360300392558,
            "accuracy": 52.616279069767444,
            "flatOutcomePct": 0,
            "coveragePct": 43.16860465116279,
            "signalCount": 297,
            "signalAccuracy": 52.18855218855219,
            "entries": 45,
            "entryAccuracy": 37.77777777777778,
            "falseDirectionEntries": 28
          },
          "candidate": {
            "n": 688,
            "balancedAccuracy": 51.50196279228537,
            "accuracy": 49.41860465116279,
            "flatOutcomePct": 0,
            "coveragePct": 59.01162790697675,
            "signalCount": 406,
            "signalAccuracy": 47.783251231527096,
            "entries": 188,
            "entryAccuracy": 53.191489361702125,
            "falseDirectionEntries": 88
          },
          "balancedGainPP": -0.21164021164020852,
          "entryRatio": 4.177777777777778,
          "naive": {
            "last_reversal": {
              "n": 688,
              "balancedAccuracy": 53.10974569039085,
              "accuracy": 52.90697674418605,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 688,
              "balancedAccuracy": 46.89025430960915,
              "accuracy": 47.093023255813954,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 688,
              "balancedAccuracy": 46.061187916026626,
              "accuracy": 46.29360465116279,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.8652477568088175,
            "high": 3.954523533950613
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -11.447086387338313,
            "high": 5.5377828228625665
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 44.892623065123416,
              "accuracy": 48.54651162790697,
              "flatOutcomePct": 0,
              "coveragePct": 48.25581395348838,
              "signalCount": 83,
              "signalAccuracy": 51.80722891566265,
              "entries": 8,
              "entryAccuracy": 25,
              "falseDirectionEntries": 6
            },
            {
              "n": 172,
              "balancedAccuracy": 50.27192860131083,
              "accuracy": 46.51162790697674,
              "flatOutcomePct": 0,
              "coveragePct": 55.81395348837209,
              "signalCount": 96,
              "signalAccuracy": 52.083333333333336,
              "entries": 45,
              "entryAccuracy": 48.888888888888886,
              "falseDirectionEntries": 23
            }
          ],
          "latency": [
            {
              "turns": 35,
              "missed": 27,
              "meanPenalized": 6,
              "medianPenalized": 7,
              "matchedMean": 2.625,
              "matchedMedian": 3.5
            },
            {
              "turns": 35,
              "missed": 6,
              "meanPenalized": 0.8857142857142857,
              "medianPenalized": -1,
              "matchedMean": -0.3793103448275862,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -6.078947368421052,
            "high": -4.121181818181818
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "jp1d/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "jp1d|4502.T",
        "jp1d|6501.T",
        "jp1d|6758.T",
        "jp1d|6861.T",
        "jp1d|7203.T",
        "jp1d|7974.T",
        "jp1d|8306.T",
        "jp1d|9984.T"
      ],
      "heldOutSymbols": [
        "jp1d|8306.T",
        "jp1d|9984.T"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6964657830812757,
        "0.01": 0.6964384806684145,
        "0.1": 0.6947171620691746
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1920,
          "baseline": {
            "n": 1905,
            "balancedAccuracy": 48.56989247311828,
            "accuracy": 48.792650918635175,
            "flatOutcomePct": 0.78125,
            "coveragePct": 41.99475065616798,
            "signalCount": 800,
            "signalAccuracy": 48.375,
            "entries": 147,
            "entryAccuracy": 48.97959183673469,
            "falseDirectionEntries": 75
          },
          "candidate": {
            "n": 1905,
            "balancedAccuracy": 50.85277088502895,
            "accuracy": 50.99737532808399,
            "flatOutcomePct": 0.78125,
            "coveragePct": 13.963254593175852,
            "signalCount": 266,
            "signalAccuracy": 51.127819548872175,
            "entries": 231,
            "entryAccuracy": 51.96506550218341,
            "falseDirectionEntries": 110
          },
          "balancedGainPP": 2.282878411910673,
          "entryRatio": 1.5714285714285714,
          "naive": {
            "last_reversal": {
              "n": 1905,
              "balancedAccuracy": 50.91521918941273,
              "accuracy": 50.89238845144357,
              "flatOutcomePct": 0.78125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1905,
              "balancedAccuracy": 49.08478081058726,
              "accuracy": 49.10761154855643,
              "flatOutcomePct": 0.78125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1905,
              "balancedAccuracy": 48.653019023986765,
              "accuracy": 48.71391076115486,
              "flatOutcomePct": 0.78125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.4711355916971969,
            "high": 5.889216484905719
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.233008645414757,
            "high": 8.060260623321328
          },
          "heldOut": [
            {
              "n": 477,
              "balancedAccuracy": 47.8634830463341,
              "accuracy": 50.10482180293501,
              "flatOutcomePct": 0.625,
              "coveragePct": 48.84696016771489,
              "signalCount": 233,
              "signalAccuracy": 50.21459227467812,
              "entries": 33,
              "entryAccuracy": 66.66666666666666,
              "falseDirectionEntries": 11
            },
            {
              "n": 477,
              "balancedAccuracy": 46.93813243387183,
              "accuracy": 47.48427672955975,
              "flatOutcomePct": 0.625,
              "coveragePct": 14.046121593291405,
              "signalCount": 67,
              "signalAccuracy": 50.74626865671642,
              "entries": 61,
              "entryAccuracy": 52.459016393442624,
              "falseDirectionEntries": 29
            }
          ],
          "latency": [
            {
              "turns": 92,
              "missed": 55,
              "meanPenalized": 5.445652173913044,
              "medianPenalized": 7,
              "matchedMean": 3.135135135135135,
              "matchedMedian": 4
            },
            {
              "turns": 92,
              "missed": 59,
              "meanPenalized": 4.5,
              "medianPenalized": 7,
              "matchedMean": 0.030303030303030304,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -1.974025974025974,
            "high": -0.09802725968436173
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1440,
          "baseline": {
            "n": 1431,
            "balancedAccuracy": 50.59486124300939,
            "accuracy": 50.559049615653386,
            "flatOutcomePct": 0.625,
            "coveragePct": 40.810621942697416,
            "signalCount": 584,
            "signalAccuracy": 49.486301369863014,
            "entries": 97,
            "entryAccuracy": 57.291666666666664,
            "falseDirectionEntries": 41
          },
          "candidate": {
            "n": 1431,
            "balancedAccuracy": 52.077397910731236,
            "accuracy": 51.95667365478687,
            "flatOutcomePct": 0.625,
            "coveragePct": 12.858141160027953,
            "signalCount": 184,
            "signalAccuracy": 50,
            "entries": 157,
            "entryAccuracy": 53.84615384615385,
            "falseDirectionEntries": 72
          },
          "balancedGainPP": 1.4825366677218454,
          "entryRatio": 1.6185567010309279,
          "naive": {
            "last_reversal": {
              "n": 1431,
              "balancedAccuracy": 49.17695473251029,
              "accuracy": 49.16142557651992,
              "flatOutcomePct": 0.625,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1431,
              "balancedAccuracy": 50.82304526748971,
              "accuracy": 50.83857442348009,
              "flatOutcomePct": 0.625,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1431,
              "balancedAccuracy": 48.89733037881186,
              "accuracy": 48.88190076869322,
              "flatOutcomePct": 0.625,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -1.5971898410349925,
            "high": 3.855788715732629
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -4.529704410195893,
            "high": 5.362979842476974
          },
          "heldOut": [
            {
              "n": 359,
              "balancedAccuracy": 49.83599676657132,
              "accuracy": 50.27855153203342,
              "flatOutcomePct": 0.2777777777777778,
              "coveragePct": 42.618384401114206,
              "signalCount": 153,
              "signalAccuracy": 51.633986928104584,
              "entries": 23,
              "entryAccuracy": 52.17391304347826,
              "falseDirectionEntries": 11
            },
            {
              "n": 359,
              "balancedAccuracy": 49.231283422459896,
              "accuracy": 49.721448467966574,
              "flatOutcomePct": 0.2777777777777778,
              "coveragePct": 13.370473537604457,
              "signalCount": 48,
              "signalAccuracy": 45.83333333333333,
              "entries": 43,
              "entryAccuracy": 46.51162790697674,
              "falseDirectionEntries": 23
            }
          ],
          "latency": [
            {
              "turns": 81,
              "missed": 61,
              "meanPenalized": 5.580246913580247,
              "medianPenalized": 7,
              "matchedMean": 1.25,
              "matchedMedian": 2
            },
            {
              "turns": 81,
              "missed": 54,
              "meanPenalized": 4.9753086419753085,
              "medianPenalized": 7,
              "matchedMean": 0.9259259259259259,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -1.6420218163368847,
            "high": 0.12987012987012986
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "jp1d/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "jp1d|4502.T",
        "jp1d|6501.T",
        "jp1d|6758.T",
        "jp1d|6861.T",
        "jp1d|7203.T",
        "jp1d|7974.T",
        "jp1d|8306.T",
        "jp1d|9984.T"
      ],
      "heldOutSymbols": [
        "jp1d|8306.T",
        "jp1d|9984.T"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6987228003980692,
        "0.01": 0.6971145980908833,
        "0.1": 0.6948693597636426
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1920,
          "baseline": {
            "n": 1916,
            "balancedAccuracy": 45.398061019569994,
            "accuracy": 45.85073068893528,
            "flatOutcomePct": 0.20833333333333334,
            "coveragePct": 42.17118997912318,
            "signalCount": 808,
            "signalAccuracy": 46.28712871287129,
            "entries": 147,
            "entryAccuracy": 47.61904761904761,
            "falseDirectionEntries": 77
          },
          "candidate": {
            "n": 1916,
            "balancedAccuracy": 48.71306125435304,
            "accuracy": 48.95615866388309,
            "flatOutcomePct": 0.20833333333333334,
            "coveragePct": 11.116910229645093,
            "signalCount": 213,
            "signalAccuracy": 50.23474178403756,
            "entries": 149,
            "entryAccuracy": 48.99328859060403,
            "falseDirectionEntries": 76
          },
          "balancedGainPP": 3.3150002347830494,
          "entryRatio": 1.0136054421768708,
          "naive": {
            "last_reversal": {
              "n": 1916,
              "balancedAccuracy": 51.79775569239706,
              "accuracy": 51.74843423799582,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1916,
              "balancedAccuracy": 48.20224430760293,
              "accuracy": 48.25156576200417,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1916,
              "balancedAccuracy": 47.53559693318729,
              "accuracy": 47.651356993736954,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -0.878846520558813,
            "high": 7.701144938674184
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.254701061133473,
            "high": 10.67502957536507
          },
          "heldOut": [
            {
              "n": 479,
              "balancedAccuracy": 50.59054418868997,
              "accuracy": 53.65344467640919,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 49.26931106471816,
              "signalCount": 236,
              "signalAccuracy": 55.50847457627118,
              "entries": 33,
              "entryAccuracy": 60.60606060606061,
              "falseDirectionEntries": 13
            },
            {
              "n": 479,
              "balancedAccuracy": 50.30681656720659,
              "accuracy": 49.79123173277662,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 10.855949895615867,
              "signalCount": 52,
              "signalAccuracy": 61.53846153846154,
              "entries": 33,
              "entryAccuracy": 51.515151515151516,
              "falseDirectionEntries": 16
            }
          ],
          "latency": [
            {
              "turns": 92,
              "missed": 55,
              "meanPenalized": 5.445652173913044,
              "medianPenalized": 7,
              "matchedMean": 3.135135135135135,
              "matchedMedian": 4
            },
            {
              "turns": 92,
              "missed": 68,
              "meanPenalized": 4.934782608695652,
              "medianPenalized": 7,
              "matchedMean": -0.9166666666666666,
              "matchedMedian": -1.5
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -1.2840909090909092,
            "high": 0.21154411764705874
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1440,
          "baseline": {
            "n": 1439,
            "balancedAccuracy": 50.263112141408286,
            "accuracy": 50.277970813064634,
            "flatOutcomePct": 0.06944444444444445,
            "coveragePct": 40.86170952050035,
            "signalCount": 588,
            "signalAccuracy": 46.93877551020408,
            "entries": 97,
            "entryAccuracy": 55.670103092783506,
            "falseDirectionEntries": 43
          },
          "candidate": {
            "n": 1439,
            "balancedAccuracy": 52.929344151453684,
            "accuracy": 53.02293259207783,
            "flatOutcomePct": 0.06944444444444445,
            "coveragePct": 12.369701181375955,
            "signalCount": 178,
            "signalAccuracy": 51.68539325842697,
            "entries": 129,
            "entryAccuracy": 50.3875968992248,
            "falseDirectionEntries": 64
          },
          "balancedGainPP": 2.6662320100453982,
          "entryRatio": 1.3298969072164948,
          "naive": {
            "last_reversal": {
              "n": 1439,
              "balancedAccuracy": 51.66260987153481,
              "accuracy": 51.66782487838777,
              "flatOutcomePct": 0.06944444444444445,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1439,
              "balancedAccuracy": 48.337390128465174,
              "accuracy": 48.33217512161223,
              "flatOutcomePct": 0.06944444444444445,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1439,
              "balancedAccuracy": 47.62967255867864,
              "accuracy": 47.63724808895066,
              "flatOutcomePct": 0.06944444444444445,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -4.3298256992220345,
            "high": 8.811595108663624
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -10.216256778001947,
            "high": 12.938836570964812
          },
          "heldOut": [
            {
              "n": 360,
              "balancedAccuracy": 51.072057052885064,
              "accuracy": 51.24999999999999,
              "flatOutcomePct": 0,
              "coveragePct": 42.77777777777778,
              "signalCount": 154,
              "signalAccuracy": 50.649350649350644,
              "entries": 23,
              "entryAccuracy": 60.86956521739131,
              "falseDirectionEntries": 9
            },
            {
              "n": 360,
              "balancedAccuracy": 51.38232842456239,
              "accuracy": 51.52777777777777,
              "flatOutcomePct": 0,
              "coveragePct": 9.722222222222223,
              "signalCount": 35,
              "signalAccuracy": 48.57142857142857,
              "entries": 32,
              "entryAccuracy": 46.875,
              "falseDirectionEntries": 17
            }
          ],
          "latency": [
            {
              "turns": 81,
              "missed": 61,
              "meanPenalized": 5.580246913580247,
              "medianPenalized": 7,
              "matchedMean": 1.25,
              "matchedMedian": 2
            },
            {
              "turns": 81,
              "missed": 52,
              "meanPenalized": 4.617283950617284,
              "medianPenalized": 7,
              "matchedMean": 0.3448275862068966,
              "matchedMedian": -2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -1.56,
            "high": -0.44998595505618
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "new_signal_accuracy_regression",
            "coverage_loss"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "jp1d/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "jp1d|4502.T",
        "jp1d|6501.T",
        "jp1d|6758.T",
        "jp1d|6861.T",
        "jp1d|7203.T",
        "jp1d|7974.T",
        "jp1d|8306.T",
        "jp1d|9984.T"
      ],
      "heldOutSymbols": [
        "jp1d|8306.T",
        "jp1d|9984.T"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6994272059872157,
        "0.01": 0.6971750874725653,
        "0.1": 0.6956001295776092
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1904,
          "baseline": {
            "n": 1897,
            "balancedAccuracy": 43.27169934844977,
            "accuracy": 43.964153927253555,
            "flatOutcomePct": 0.3676470588235294,
            "coveragePct": 42.066420664206646,
            "signalCount": 798,
            "signalAccuracy": 41.854636591478695,
            "entries": 147,
            "entryAccuracy": 52.054794520547944,
            "falseDirectionEntries": 70
          },
          "candidate": {
            "n": 1897,
            "balancedAccuracy": 48.06917358585,
            "accuracy": 48.39219820769636,
            "flatOutcomePct": 0.3676470588235294,
            "coveragePct": 7.854507116499737,
            "signalCount": 149,
            "signalAccuracy": 55.70469798657718,
            "entries": 102,
            "entryAccuracy": 54.90196078431373,
            "falseDirectionEntries": 46
          },
          "balancedGainPP": 4.79747423740023,
          "entryRatio": 0.6938775510204082,
          "naive": {
            "last_reversal": {
              "n": 1897,
              "balancedAccuracy": 52.43504607327035,
              "accuracy": 52.345809172377436,
              "flatOutcomePct": 0.3676470588235294,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1897,
              "balancedAccuracy": 47.56495392672965,
              "accuracy": 47.654190827622564,
              "flatOutcomePct": 0.3676470588235294,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1897,
              "balancedAccuracy": 47.00138309186948,
              "accuracy": 47.17975751186083,
              "flatOutcomePct": 0.3676470588235294,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": 0.8068326595120274,
            "high": 9.482751376767753
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.5677409641050988,
            "high": 13.732928137799831
          },
          "heldOut": [
            {
              "n": 473,
              "balancedAccuracy": 47.404907750430986,
              "accuracy": 51.05708245243129,
              "flatOutcomePct": 0.6302521008403361,
              "coveragePct": 49.471458773784356,
              "signalCount": 234,
              "signalAccuracy": 47.43589743589743,
              "entries": 33,
              "entryAccuracy": 57.57575757575758,
              "falseDirectionEntries": 14
            },
            {
              "n": 473,
              "balancedAccuracy": 48.48741884605509,
              "accuracy": 47.25158562367865,
              "flatOutcomePct": 0.6302521008403361,
              "coveragePct": 8.24524312896406,
              "signalCount": 39,
              "signalAccuracy": 56.41025641025641,
              "entries": 21,
              "entryAccuracy": 52.38095238095239,
              "falseDirectionEntries": 10
            }
          ],
          "latency": [
            {
              "turns": 92,
              "missed": 55,
              "meanPenalized": 5.445652173913044,
              "medianPenalized": 7,
              "matchedMean": 3.135135135135135,
              "matchedMedian": 4
            },
            {
              "turns": 92,
              "missed": 79,
              "meanPenalized": 5.826086956521739,
              "medianPenalized": 7,
              "matchedMean": -1.3076923076923077,
              "matchedMedian": -2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -0.3552704678362573,
            "high": 1.0657956802383317
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1440,
          "baseline": {
            "n": 1437,
            "balancedAccuracy": 49.86926450742241,
            "accuracy": 49.930410577592205,
            "flatOutcomePct": 0.20833333333333334,
            "coveragePct": 40.77940153096729,
            "signalCount": 586,
            "signalAccuracy": 46.92832764505119,
            "entries": 97,
            "entryAccuracy": 54.63917525773196,
            "falseDirectionEntries": 44
          },
          "candidate": {
            "n": 1437,
            "balancedAccuracy": 52.206361394201686,
            "accuracy": 52.644398051496175,
            "flatOutcomePct": 0.20833333333333334,
            "coveragePct": 8.977035490605429,
            "signalCount": 129,
            "signalAccuracy": 52.71317829457365,
            "entries": 79,
            "entryAccuracy": 58.22784810126582,
            "falseDirectionEntries": 33
          },
          "balancedGainPP": 2.3370968867792783,
          "entryRatio": 0.8144329896907216,
          "naive": {
            "last_reversal": {
              "n": 1437,
              "balancedAccuracy": 54.36226092419377,
              "accuracy": 54.38413361169102,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1437,
              "balancedAccuracy": 45.63773907580623,
              "accuracy": 45.61586638830898,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1437,
              "balancedAccuracy": 48.162722788403364,
              "accuracy": 48.19067501739735,
              "flatOutcomePct": 0.20833333333333334,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -6.83506315946316,
            "high": 10.787213303023785
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -14.09325033361643,
            "high": 18.66052585839018
          },
          "heldOut": [
            {
              "n": 360,
              "balancedAccuracy": 48.280184360499526,
              "accuracy": 49.30555555555556,
              "flatOutcomePct": 0,
              "coveragePct": 42.77777777777778,
              "signalCount": 154,
              "signalAccuracy": 48.701298701298704,
              "entries": 23,
              "entryAccuracy": 47.82608695652174,
              "falseDirectionEntries": 12
            },
            {
              "n": 360,
              "balancedAccuracy": 53.24577247672138,
              "accuracy": 54.30555555555555,
              "flatOutcomePct": 0,
              "coveragePct": 4.722222222222222,
              "signalCount": 17,
              "signalAccuracy": 64.70588235294117,
              "entries": 14,
              "entryAccuracy": 64.28571428571429,
              "falseDirectionEntries": 5
            }
          ],
          "latency": [
            {
              "turns": 81,
              "missed": 61,
              "meanPenalized": 5.580246913580247,
              "medianPenalized": 7,
              "matchedMean": 1.25,
              "matchedMedian": 2
            },
            {
              "turns": 81,
              "missed": 61,
              "meanPenalized": 5.185185185185185,
              "medianPenalized": 7,
              "matchedMean": -0.35,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.8260980479148181,
            "high": 0.0921103238866396
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "jp1w/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "jp1w|4502.T",
        "jp1w|6501.T",
        "jp1w|6758.T",
        "jp1w|6861.T",
        "jp1w|7203.T",
        "jp1w|7974.T",
        "jp1w|8306.T",
        "jp1w|9984.T"
      ],
      "heldOutSymbols": [
        "jp1w|8306.T",
        "jp1w|9984.T"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7118219721161042,
        "0.01": 0.7032518150804423,
        "0.1": 0.6876901631979923
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 815,
            "balancedAccuracy": 47.37182059138216,
            "accuracy": 49.263803680981596,
            "flatOutcomePct": 0.12254901960784313,
            "coveragePct": 49.8159509202454,
            "signalCount": 406,
            "signalAccuracy": 53.20197044334976,
            "entries": 57,
            "entryAccuracy": 50.877192982456144,
            "falseDirectionEntries": 28
          },
          "candidate": {
            "n": 815,
            "balancedAccuracy": 51.247142787666576,
            "accuracy": 50.920245398773,
            "flatOutcomePct": 0.12254901960784313,
            "coveragePct": 62.82208588957056,
            "signalCount": 512,
            "signalAccuracy": 51.171875,
            "entries": 268,
            "entryAccuracy": 52.23880597014925,
            "falseDirectionEntries": 128
          },
          "balancedGainPP": 3.875322196284415,
          "entryRatio": 4.701754385964913,
          "naive": {
            "last_reversal": {
              "n": 815,
              "balancedAccuracy": 51.28726534383815,
              "accuracy": 50.85889570552147,
              "flatOutcomePct": 0.12254901960784313,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 815,
              "balancedAccuracy": 48.71273465616186,
              "accuracy": 49.141104294478524,
              "flatOutcomePct": 0.12254901960784313,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 815,
              "balancedAccuracy": 48.3683493823558,
              "accuracy": 49.263803680981596,
              "flatOutcomePct": 0.12254901960784313,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -1.217277603264793,
            "high": 8.655467034804305
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.460380098003651,
            "high": 11.45705648230245
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 50.07309941520468,
              "accuracy": 52.69607843137255,
              "flatOutcomePct": 0,
              "coveragePct": 57.84313725490197,
              "signalCount": 118,
              "signalAccuracy": 51.69491525423729,
              "entries": 18,
              "entryAccuracy": 44.44444444444444,
              "falseDirectionEntries": 10
            },
            {
              "n": 204,
              "balancedAccuracy": 44.590643274853804,
              "accuracy": 43.627450980392155,
              "flatOutcomePct": 0,
              "coveragePct": 65.68627450980392,
              "signalCount": 134,
              "signalAccuracy": 40.298507462686565,
              "entries": 73,
              "entryAccuracy": 39.726027397260275,
              "falseDirectionEntries": 44
            }
          ],
          "latency": [
            {
              "turns": 41,
              "missed": 28,
              "meanPenalized": 5.829268292682927,
              "medianPenalized": 7,
              "matchedMean": 3.3076923076923075,
              "matchedMedian": 3
            },
            {
              "turns": 41,
              "missed": 6,
              "meanPenalized": 1.4390243902439024,
              "medianPenalized": 1,
              "matchedMean": 0.4857142857142857,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.608784383318545,
            "high": -3.15625
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 687,
            "balancedAccuracy": 49.524647887323944,
            "accuracy": 49.927219796215425,
            "flatOutcomePct": 0.14534883720930233,
            "coveragePct": 53.12954876273653,
            "signalCount": 365,
            "signalAccuracy": 51.23287671232877,
            "entries": 50,
            "entryAccuracy": 42,
            "falseDirectionEntries": 29
          },
          "candidate": {
            "n": 687,
            "balancedAccuracy": 50.006999830307144,
            "accuracy": 50.072780203784575,
            "flatOutcomePct": 0.14534883720930233,
            "coveragePct": 55.604075691411936,
            "signalCount": 382,
            "signalAccuracy": 49.73821989528796,
            "entries": 246,
            "entryAccuracy": 48.97959183673469,
            "falseDirectionEntries": 125
          },
          "balancedGainPP": 0.4823519429832004,
          "entryRatio": 4.92,
          "naive": {
            "last_reversal": {
              "n": 687,
              "balancedAccuracy": 53.09434922789751,
              "accuracy": 53.05676855895196,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 687,
              "balancedAccuracy": 46.90565077210249,
              "accuracy": 46.943231441048034,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 687,
              "balancedAccuracy": 46.15475988460886,
              "accuracy": 46.288209606986904,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.557235312335028,
            "high": 5.226571794547095
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -8.00664779008617,
            "high": 7.908670767475164
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 52.58419243986254,
              "accuracy": 55.81395348837209,
              "flatOutcomePct": 0,
              "coveragePct": 68.6046511627907,
              "signalCount": 118,
              "signalAccuracy": 55.08474576271186,
              "entries": 11,
              "entryAccuracy": 45.45454545454545,
              "falseDirectionEntries": 6
            },
            {
              "n": 172,
              "balancedAccuracy": 46.85910652920962,
              "accuracy": 45.348837209302324,
              "flatOutcomePct": 0,
              "coveragePct": 51.74418604651163,
              "signalCount": 89,
              "signalAccuracy": 43.82022471910113,
              "entries": 54,
              "entryAccuracy": 42.592592592592595,
              "falseDirectionEntries": 31
            }
          ],
          "latency": [
            {
              "turns": 33,
              "missed": 20,
              "meanPenalized": 5.181818181818182,
              "medianPenalized": 7,
              "matchedMean": 2.3846153846153846,
              "matchedMedian": 3
            },
            {
              "turns": 33,
              "missed": 5,
              "meanPenalized": 2.3333333333333335,
              "medianPenalized": 2,
              "matchedMean": 1.5,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -3.9473684210526314,
            "high": -1.6538461538461537
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "jp1w/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "jp1w|4502.T",
        "jp1w|6501.T",
        "jp1w|6758.T",
        "jp1w|6861.T",
        "jp1w|7203.T",
        "jp1w|7974.T",
        "jp1w|8306.T",
        "jp1w|9984.T"
      ],
      "heldOutSymbols": [
        "jp1w|8306.T",
        "jp1w|9984.T"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7794125933903101,
        "0.01": 0.7322083608308912,
        "0.1": 0.6971357556124835
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 813,
            "balancedAccuracy": 47.551952739153556,
            "accuracy": 51.7220172201722,
            "flatOutcomePct": 0.3676470588235294,
            "coveragePct": 49.938499384993854,
            "signalCount": 406,
            "signalAccuracy": 56.65024630541872,
            "entries": 57,
            "entryAccuracy": 64.91228070175438,
            "falseDirectionEntries": 20
          },
          "candidate": {
            "n": 813,
            "balancedAccuracy": 50.97589468885343,
            "accuracy": 51.476014760147606,
            "flatOutcomePct": 0.3676470588235294,
            "coveragePct": 67.15867158671587,
            "signalCount": 546,
            "signalAccuracy": 51.098901098901095,
            "entries": 170,
            "entryAccuracy": 50.588235294117645,
            "falseDirectionEntries": 84
          },
          "balancedGainPP": 3.4239419496998735,
          "entryRatio": 2.982456140350877,
          "naive": {
            "last_reversal": {
              "n": 813,
              "balancedAccuracy": 52.74912620621532,
              "accuracy": 51.7220172201722,
              "flatOutcomePct": 0.3676470588235294,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 813,
              "balancedAccuracy": 47.25087379378466,
              "accuracy": 48.2779827798278,
              "flatOutcomePct": 0.3676470588235294,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 813,
              "balancedAccuracy": 46.76078945368893,
              "accuracy": 48.831488314883146,
              "flatOutcomePct": 0.3676470588235294,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.2123068801256744,
            "high": 12.424366339470149
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -8.643514685930482,
            "high": 20.55630097329259
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 48.944906444906444,
              "accuracy": 55.14705882352941,
              "flatOutcomePct": 0,
              "coveragePct": 57.84313725490197,
              "signalCount": 118,
              "signalAccuracy": 56.779661016949156,
              "entries": 18,
              "entryAccuracy": 72.22222222222221,
              "falseDirectionEntries": 5
            },
            {
              "n": 204,
              "balancedAccuracy": 46.90748440748441,
              "accuracy": 48.28431372549019,
              "flatOutcomePct": 0,
              "coveragePct": 69.11764705882352,
              "signalCount": 141,
              "signalAccuracy": 43.262411347517734,
              "entries": 35,
              "entryAccuracy": 34.285714285714285,
              "falseDirectionEntries": 23
            }
          ],
          "latency": [
            {
              "turns": 41,
              "missed": 28,
              "meanPenalized": 5.829268292682927,
              "medianPenalized": 7,
              "matchedMean": 3.3076923076923075,
              "matchedMedian": 3
            },
            {
              "turns": 41,
              "missed": 15,
              "meanPenalized": 2.292682926829268,
              "medianPenalized": 0,
              "matchedMean": -0.4230769230769231,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.160032258064517,
            "high": -2.121212121212121
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 688,
            "balancedAccuracy": 49.37531871494136,
            "accuracy": 50.2906976744186,
            "flatOutcomePct": 0,
            "coveragePct": 53.05232558139535,
            "signalCount": 365,
            "signalAccuracy": 52.32876712328767,
            "entries": 50,
            "entryAccuracy": 40,
            "falseDirectionEntries": 30
          },
          "candidate": {
            "n": 688,
            "balancedAccuracy": 51.266785653578104,
            "accuracy": 51.67151162790697,
            "flatOutcomePct": 0,
            "coveragePct": 56.104651162790695,
            "signalCount": 386,
            "signalAccuracy": 53.626943005181346,
            "entries": 216,
            "entryAccuracy": 56.018518518518526,
            "falseDirectionEntries": 95
          },
          "balancedGainPP": 1.8914669386367464,
          "entryRatio": 4.32,
          "naive": {
            "last_reversal": {
              "n": 688,
              "balancedAccuracy": 52.4949005609383,
              "accuracy": 52.39825581395349,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 688,
              "balancedAccuracy": 47.5050994390617,
              "accuracy": 47.60174418604651,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 688,
              "balancedAccuracy": 47.50892401835798,
              "accuracy": 47.81976744186046,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.039692404668821,
            "high": 8.250632765761614
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -10.36716423449914,
            "high": 11.415201468120118
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 51.39468008626887,
              "accuracy": 57.55813953488372,
              "flatOutcomePct": 0,
              "coveragePct": 68.6046511627907,
              "signalCount": 118,
              "signalAccuracy": 58.47457627118644,
              "entries": 11,
              "entryAccuracy": 54.54545454545454,
              "falseDirectionEntries": 5
            },
            {
              "n": 172,
              "balancedAccuracy": 47.293314162473045,
              "accuracy": 47.383720930232556,
              "flatOutcomePct": 0,
              "coveragePct": 48.837209302325576,
              "signalCount": 84,
              "signalAccuracy": 47.61904761904761,
              "entries": 45,
              "entryAccuracy": 55.55555555555556,
              "falseDirectionEntries": 20
            }
          ],
          "latency": [
            {
              "turns": 33,
              "missed": 20,
              "meanPenalized": 5.181818181818182,
              "medianPenalized": 7,
              "matchedMean": 2.3846153846153846,
              "matchedMedian": 3
            },
            {
              "turns": 33,
              "missed": 5,
              "meanPenalized": 0.8181818181818182,
              "medianPenalized": 0,
              "matchedMean": -0.2857142857142857,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -5.920076923076923,
            "high": -2.763157894736842
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "jp1w/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "jp1w|4502.T",
        "jp1w|6501.T",
        "jp1w|6758.T",
        "jp1w|6861.T",
        "jp1w|7203.T",
        "jp1w|7974.T",
        "jp1w|8306.T",
        "jp1w|9984.T"
      ],
      "heldOutSymbols": [
        "jp1w|8306.T",
        "jp1w|9984.T"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.8415587500684283,
        "0.01": 0.749644835183179,
        "0.1": 0.7006704319940387
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 800,
          "baseline": {
            "n": 798,
            "balancedAccuracy": 46.785097385192685,
            "accuracy": 51.31578947368421,
            "flatOutcomePct": 0.25,
            "coveragePct": 49.87468671679198,
            "signalCount": 398,
            "signalAccuracy": 55.778894472361806,
            "entries": 56,
            "entryAccuracy": 60.71428571428571,
            "falseDirectionEntries": 22
          },
          "candidate": {
            "n": 798,
            "balancedAccuracy": 53.621418786109956,
            "accuracy": 54.51127819548872,
            "flatOutcomePct": 0.25,
            "coveragePct": 66.79197994987469,
            "signalCount": 533,
            "signalAccuracy": 55.53470919324578,
            "entries": 200,
            "entryAccuracy": 58.79396984924623,
            "falseDirectionEntries": 82
          },
          "balancedGainPP": 6.836321400917271,
          "entryRatio": 3.5714285714285716,
          "naive": {
            "last_reversal": {
              "n": 798,
              "balancedAccuracy": 53.938590743939486,
              "accuracy": 52.819548872180455,
              "flatOutcomePct": 0.25,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 798,
              "balancedAccuracy": 46.061409256060514,
              "accuracy": 47.18045112781955,
              "flatOutcomePct": 0.25,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 798,
              "balancedAccuracy": 47.94955030079218,
              "accuracy": 50.18796992481202,
              "flatOutcomePct": 0.25,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -0.12433483761190241,
            "high": 14.228774898826142
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.430892039590014,
            "high": 20.174137179532046
          },
          "heldOut": [
            {
              "n": 200,
              "balancedAccuracy": 46.599999999999994,
              "accuracy": 52.25,
              "flatOutcomePct": 0,
              "coveragePct": 57.99999999999999,
              "signalCount": 116,
              "signalAccuracy": 51.724137931034484,
              "entries": 18,
              "entryAccuracy": 66.66666666666666,
              "falseDirectionEntries": 6
            },
            {
              "n": 200,
              "balancedAccuracy": 45.333333333333336,
              "accuracy": 47,
              "flatOutcomePct": 0,
              "coveragePct": 71.5,
              "signalCount": 143,
              "signalAccuracy": 46.15384615384615,
              "entries": 47,
              "entryAccuracy": 48.93617021276596,
              "falseDirectionEntries": 24
            }
          ],
          "latency": [
            {
              "turns": 41,
              "missed": 28,
              "meanPenalized": 5.829268292682927,
              "medianPenalized": 7,
              "matchedMean": 3.3076923076923075,
              "matchedMedian": 3
            },
            {
              "turns": 41,
              "missed": 9,
              "meanPenalized": 1.1951219512195121,
              "medianPenalized": 0,
              "matchedMean": -0.4375,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.820588235294117,
            "high": -3.3548387096774195
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 687,
            "balancedAccuracy": 52.23957973318587,
            "accuracy": 53.85735080058224,
            "flatOutcomePct": 0.14534883720930233,
            "coveragePct": 52.9839883551674,
            "signalCount": 364,
            "signalAccuracy": 56.86813186813187,
            "entries": 50,
            "entryAccuracy": 52,
            "falseDirectionEntries": 24
          },
          "candidate": {
            "n": 687,
            "balancedAccuracy": 54.28626356535564,
            "accuracy": 54.949053857350805,
            "flatOutcomePct": 0.14534883720930233,
            "coveragePct": 59.67976710334789,
            "signalCount": 410,
            "signalAccuracy": 55.60975609756098,
            "entries": 218,
            "entryAccuracy": 53.669724770642205,
            "falseDirectionEntries": 101
          },
          "balancedGainPP": 2.0466838321697693,
          "entryRatio": 4.36,
          "naive": {
            "last_reversal": {
              "n": 687,
              "balancedAccuracy": 49.86737056749844,
              "accuracy": 49.708879184861715,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 687,
              "balancedAccuracy": 50.13262943250155,
              "accuracy": 50.29112081513828,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 687,
              "balancedAccuracy": 50.251866316444314,
              "accuracy": 50.80058224163027,
              "flatOutcomePct": 0.14534883720930233,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.395414708952435,
            "high": 10.333902549375692
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -9.228753599832816,
            "high": 16.03229487909233
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 53.00595238095238,
              "accuracy": 60.46511627906976,
              "flatOutcomePct": 0,
              "coveragePct": 68.6046511627907,
              "signalCount": 118,
              "signalAccuracy": 63.559322033898304,
              "entries": 11,
              "entryAccuracy": 72.72727272727273,
              "falseDirectionEntries": 3
            },
            {
              "n": 172,
              "balancedAccuracy": 50.476190476190474,
              "accuracy": 50.872093023255815,
              "flatOutcomePct": 0,
              "coveragePct": 56.97674418604651,
              "signalCount": 98,
              "signalAccuracy": 53.06122448979592,
              "entries": 54,
              "entryAccuracy": 59.25925925925925,
              "falseDirectionEntries": 22
            }
          ],
          "latency": [
            {
              "turns": 33,
              "missed": 20,
              "meanPenalized": 5.181818181818182,
              "medianPenalized": 7,
              "matchedMean": 2.3846153846153846,
              "matchedMedian": 3
            },
            {
              "turns": 33,
              "missed": 4,
              "meanPenalized": 0.06060606060606061,
              "medianPenalized": -1,
              "matchedMean": -0.896551724137931,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -6.324324324324325,
            "high": -3.638888888888889
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "kr1d/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "kr1d|000660.KS",
        "kr1d|005380.KS",
        "kr1d|005930.KS",
        "kr1d|035420.KS",
        "kr1d|035720.KS",
        "kr1d|051910.KS",
        "kr1d|068270.KS",
        "kr1d|105560.KS"
      ],
      "heldOutSymbols": [
        "kr1d|068270.KS",
        "kr1d|105560.KS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6937802994315891,
        "0.01": 0.6935770125553018,
        "0.1": 0.6925384973362807
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1904,
          "baseline": {
            "n": 1841,
            "balancedAccuracy": 49.52020954367148,
            "accuracy": 49.89136338946225,
            "flatOutcomePct": 3.308823529411765,
            "coveragePct": 43.40032590983161,
            "signalCount": 799,
            "signalAccuracy": 49.81226533166458,
            "entries": 135,
            "entryAccuracy": 51.908396946564885,
            "falseDirectionEntries": 63
          },
          "candidate": {
            "n": 1841,
            "balancedAccuracy": 50.198412698412696,
            "accuracy": 50.48886474741988,
            "flatOutcomePct": 3.308823529411765,
            "coveragePct": 36.71917436175992,
            "signalCount": 676,
            "signalAccuracy": 54.142011834319526,
            "entries": 412,
            "entryAccuracy": 51.87032418952619,
            "falseDirectionEntries": 193
          },
          "balancedGainPP": 0.6782031547412188,
          "entryRatio": 3.051851851851852,
          "naive": {
            "last_reversal": {
              "n": 1841,
              "balancedAccuracy": 52.28909081880928,
              "accuracy": 52.19989136338946,
              "flatOutcomePct": 3.308823529411765,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1841,
              "balancedAccuracy": 47.71090918119072,
              "accuracy": 47.80010863661054,
              "flatOutcomePct": 3.308823529411765,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1841,
              "balancedAccuracy": 48.804558319678236,
              "accuracy": 48.967952199891364,
              "flatOutcomePct": 3.308823529411765,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.7023810876645256,
            "high": 3.5962047134603776
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.2230425200130837,
            "high": 5.893074449693624
          },
          "heldOut": [
            {
              "n": 463,
              "balancedAccuracy": 48.63735192682561,
              "accuracy": 49.35205183585313,
              "flatOutcomePct": 2.73109243697479,
              "coveragePct": 39.09287257019439,
              "signalCount": 181,
              "signalAccuracy": 48.06629834254144,
              "entries": 34,
              "entryAccuracy": 42.42424242424242,
              "falseDirectionEntries": 19
            },
            {
              "n": 463,
              "balancedAccuracy": 48.84212400659769,
              "accuracy": 49.0280777537797,
              "flatOutcomePct": 2.73109243697479,
              "coveragePct": 31.96544276457883,
              "signalCount": 148,
              "signalAccuracy": 45.94594594594595,
              "entries": 90,
              "entryAccuracy": 44.9438202247191,
              "falseDirectionEntries": 49
            }
          ],
          "latency": [
            {
              "turns": 94,
              "missed": 65,
              "meanPenalized": 5.702127659574468,
              "medianPenalized": 7,
              "matchedMean": 2.793103448275862,
              "matchedMedian": 3
            },
            {
              "turns": 94,
              "missed": 45,
              "meanPenalized": 3.5425531914893615,
              "medianPenalized": 6,
              "matchedMean": 0.3673469387755102,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -3.054798283907873,
            "high": -1.2336370716510903
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1448,
          "baseline": {
            "n": 1413,
            "balancedAccuracy": 50.85699116462645,
            "accuracy": 50.84925690021231,
            "flatOutcomePct": 2.4171270718232045,
            "coveragePct": 44.090587402689316,
            "signalCount": 623,
            "signalAccuracy": 52.64847512038523,
            "entries": 98,
            "entryAccuracy": 52.63157894736842,
            "falseDirectionEntries": 45
          },
          "candidate": {
            "n": 1413,
            "balancedAccuracy": 54.14691563320177,
            "accuracy": 54.10474168435952,
            "flatOutcomePct": 2.4171270718232045,
            "coveragePct": 36.16418966737438,
            "signalCount": 511,
            "signalAccuracy": 55.77299412915851,
            "entries": 292,
            "entryAccuracy": 53.71024734982333,
            "falseDirectionEntries": 131
          },
          "balancedGainPP": 3.2899244685753217,
          "entryRatio": 2.979591836734694,
          "naive": {
            "last_reversal": {
              "n": 1413,
              "balancedAccuracy": 50.7056277923587,
              "accuracy": 50.70771408351026,
              "flatOutcomePct": 2.4171270718232045,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1413,
              "balancedAccuracy": 49.294372207641295,
              "accuracy": 49.29228591648974,
              "flatOutcomePct": 2.4171270718232045,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1413,
              "balancedAccuracy": 49.017590607657326,
              "accuracy": 49.00920028308563,
              "flatOutcomePct": 2.4171270718232045,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": 0.2771156489959594,
            "high": 6.9983130348333065
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -1.1649276301256926,
            "high": 9.677306686664066
          },
          "heldOut": [
            {
              "n": 354,
              "balancedAccuracy": 50.03118503118503,
              "accuracy": 49.85875706214689,
              "flatOutcomePct": 2.209944751381215,
              "coveragePct": 41.80790960451977,
              "signalCount": 148,
              "signalAccuracy": 48.64864864864865,
              "entries": 24,
              "entryAccuracy": 65.21739130434783,
              "falseDirectionEntries": 8
            },
            {
              "n": 354,
              "balancedAccuracy": 56.912681912681904,
              "accuracy": 56.355932203389834,
              "flatOutcomePct": 2.209944751381215,
              "coveragePct": 32.7683615819209,
              "signalCount": 116,
              "signalAccuracy": 50.86206896551724,
              "entries": 73,
              "entryAccuracy": 51.388888888888886,
              "falseDirectionEntries": 35
            }
          ],
          "latency": [
            {
              "turns": 63,
              "missed": 50,
              "meanPenalized": 5.968253968253968,
              "medianPenalized": 7,
              "matchedMean": 2,
              "matchedMedian": 2
            },
            {
              "turns": 63,
              "missed": 36,
              "meanPenalized": 4.634920634920635,
              "medianPenalized": 7,
              "matchedMean": 1.4814814814814814,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -2.1786210317460317,
            "high": -0.4473684210526316
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "kr1d/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "kr1d|000660.KS",
        "kr1d|005380.KS",
        "kr1d|005930.KS",
        "kr1d|035420.KS",
        "kr1d|035720.KS",
        "kr1d|051910.KS",
        "kr1d|068270.KS",
        "kr1d|105560.KS"
      ],
      "heldOutSymbols": [
        "kr1d|068270.KS",
        "kr1d|105560.KS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6998990694308175,
        "0.01": 0.6976347481517278,
        "0.1": 0.6952004776100393
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1904,
          "baseline": {
            "n": 1882,
            "balancedAccuracy": 46.87806874441595,
            "accuracy": 47.47608926673752,
            "flatOutcomePct": 1.1554621848739497,
            "coveragePct": 42.98618490967056,
            "signalCount": 809,
            "signalAccuracy": 49.567367119901114,
            "entries": 135,
            "entryAccuracy": 49.629629629629626,
            "falseDirectionEntries": 68
          },
          "candidate": {
            "n": 1882,
            "balancedAccuracy": 49.27871379803987,
            "accuracy": 49.62805526036132,
            "flatOutcomePct": 1.1554621848739497,
            "coveragePct": 41.28586609989373,
            "signalCount": 777,
            "signalAccuracy": 50.70785070785071,
            "entries": 374,
            "entryAccuracy": 51.35135135135135,
            "falseDirectionEntries": 180
          },
          "balancedGainPP": 2.4006450536239186,
          "entryRatio": 2.77037037037037,
          "naive": {
            "last_reversal": {
              "n": 1882,
              "balancedAccuracy": 52.201180214268604,
              "accuracy": 52.045696068012745,
              "flatOutcomePct": 1.1554621848739497,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1882,
              "balancedAccuracy": 47.798819785731396,
              "accuracy": 47.95430393198725,
              "flatOutcomePct": 1.1554621848739497,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1882,
              "balancedAccuracy": 48.714944650493784,
              "accuracy": 48.99043570669501,
              "flatOutcomePct": 1.1554621848739497,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.9736843804145392,
            "high": 7.276838042338135
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.432794953110909,
            "high": 10.68298894175222
          },
          "heldOut": [
            {
              "n": 472,
              "balancedAccuracy": 46.283005971652635,
              "accuracy": 46.71610169491525,
              "flatOutcomePct": 0.8403361344537815,
              "coveragePct": 39.61864406779661,
              "signalCount": 187,
              "signalAccuracy": 49.19786096256685,
              "entries": 34,
              "entryAccuracy": 44.11764705882353,
              "falseDirectionEntries": 19
            },
            {
              "n": 472,
              "balancedAccuracy": 49.76077415641413,
              "accuracy": 49.78813559322034,
              "flatOutcomePct": 0.8403361344537815,
              "coveragePct": 34.53389830508475,
              "signalCount": 163,
              "signalAccuracy": 49.693251533742334,
              "entries": 76,
              "entryAccuracy": 50,
              "falseDirectionEntries": 38
            }
          ],
          "latency": [
            {
              "turns": 94,
              "missed": 65,
              "meanPenalized": 5.702127659574468,
              "medianPenalized": 7,
              "matchedMean": 2.793103448275862,
              "matchedMedian": 3
            },
            {
              "turns": 94,
              "missed": 47,
              "meanPenalized": 3.74468085106383,
              "medianPenalized": 6.5,
              "matchedMean": 0.48936170212765956,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -2.881582484436899,
            "high": -1.1326386214863307
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1448,
          "baseline": {
            "n": 1426,
            "balancedAccuracy": 49.80043287913818,
            "accuracy": 49.82468443197756,
            "flatOutcomePct": 1.5193370165745856,
            "coveragePct": 44.60028050490884,
            "signalCount": 636,
            "signalAccuracy": 53.301886792452834,
            "entries": 98,
            "entryAccuracy": 50,
            "falseDirectionEntries": 49
          },
          "candidate": {
            "n": 1426,
            "balancedAccuracy": 54.15780412218998,
            "accuracy": 54.347826086956516,
            "flatOutcomePct": 1.5193370165745856,
            "coveragePct": 40.46283309957924,
            "signalCount": 577,
            "signalAccuracy": 55.80589254766031,
            "entries": 227,
            "entryAccuracy": 56.00000000000001,
            "falseDirectionEntries": 99
          },
          "balancedGainPP": 4.3573712430518015,
          "entryRatio": 2.316326530612245,
          "naive": {
            "last_reversal": {
              "n": 1426,
              "balancedAccuracy": 53.47754439470707,
              "accuracy": 53.47124824684432,
              "flatOutcomePct": 1.5193370165745856,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1426,
              "balancedAccuracy": 46.52245560529293,
              "accuracy": 46.52875175315568,
              "flatOutcomePct": 1.5193370165745856,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1426,
              "balancedAccuracy": 50.81459983275125,
              "accuracy": 50.84151472650772,
              "flatOutcomePct": 1.5193370165745856,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -0.17521964063184708,
            "high": 8.609856941197899
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.83587158199296,
            "high": 10.886705304882705
          },
          "heldOut": [
            {
              "n": 355,
              "balancedAccuracy": 43.51350490508345,
              "accuracy": 43.802816901408455,
              "flatOutcomePct": 1.9337016574585635,
              "coveragePct": 42.25352112676056,
              "signalCount": 150,
              "signalAccuracy": 44.666666666666664,
              "entries": 24,
              "entryAccuracy": 54.166666666666664,
              "falseDirectionEntries": 11
            },
            {
              "n": 355,
              "balancedAccuracy": 49.94426041533953,
              "accuracy": 50.985915492957744,
              "flatOutcomePct": 1.9337016574585635,
              "coveragePct": 29.859154929577464,
              "signalCount": 106,
              "signalAccuracy": 49.056603773584904,
              "entries": 60,
              "entryAccuracy": 56.666666666666664,
              "falseDirectionEntries": 26
            }
          ],
          "latency": [
            {
              "turns": 63,
              "missed": 50,
              "meanPenalized": 5.968253968253968,
              "medianPenalized": 7,
              "matchedMean": 2,
              "matchedMedian": 2
            },
            {
              "turns": 63,
              "missed": 41,
              "meanPenalized": 4.9523809523809526,
              "medianPenalized": 7,
              "matchedMean": 1.1363636363636365,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -1.80858089120835,
            "high": -0.2908944281524929
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "kr1d/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "kr1d|000660.KS",
        "kr1d|005380.KS",
        "kr1d|005930.KS",
        "kr1d|035420.KS",
        "kr1d|035720.KS",
        "kr1d|051910.KS",
        "kr1d|068270.KS",
        "kr1d|105560.KS"
      ],
      "heldOutSymbols": [
        "kr1d|068270.KS",
        "kr1d|105560.KS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7055605974850395,
        "0.01": 0.6996512042621417,
        "0.1": 0.6960286661785876
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1888,
          "baseline": {
            "n": 1862,
            "balancedAccuracy": 45.16174882028541,
            "accuracy": 45.8109559613319,
            "flatOutcomePct": 1.3771186440677965,
            "coveragePct": 43.340494092373795,
            "signalCount": 807,
            "signalAccuracy": 47.95539033457249,
            "entries": 133,
            "entryAccuracy": 49.6124031007752,
            "falseDirectionEntries": 65
          },
          "candidate": {
            "n": 1862,
            "balancedAccuracy": 49.45846836090738,
            "accuracy": 49.75832438238454,
            "flatOutcomePct": 1.3771186440677965,
            "coveragePct": 29.484425349087,
            "signalCount": 549,
            "signalAccuracy": 45.3551912568306,
            "entries": 261,
            "entryAccuracy": 48.4251968503937,
            "falseDirectionEntries": 131
          },
          "balancedGainPP": 4.296719540621972,
          "entryRatio": 1.962406015037594,
          "naive": {
            "last_reversal": {
              "n": 1862,
              "balancedAccuracy": 51.34255987914524,
              "accuracy": 51.181525241675615,
              "flatOutcomePct": 1.3771186440677965,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1862,
              "balancedAccuracy": 48.65744012085476,
              "accuracy": 48.818474758324385,
              "flatOutcomePct": 1.3771186440677965,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1862,
              "balancedAccuracy": 47.29680888217474,
              "accuracy": 47.556390977443606,
              "flatOutcomePct": 1.3771186440677965,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.1073319057915951,
            "high": 9.579617738245037
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.842888687819337,
            "high": 12.898493640289034
          },
          "heldOut": [
            {
              "n": 465,
              "balancedAccuracy": 43.777539156514976,
              "accuracy": 44.086021505376344,
              "flatOutcomePct": 1.4830508474576272,
              "coveragePct": 40,
              "signalCount": 186,
              "signalAccuracy": 45.16129032258064,
              "entries": 34,
              "entryAccuracy": 44.11764705882353,
              "falseDirectionEntries": 19
            },
            {
              "n": 465,
              "balancedAccuracy": 47.324767652830744,
              "accuracy": 47.31182795698925,
              "flatOutcomePct": 1.4830508474576272,
              "coveragePct": 29.677419354838708,
              "signalCount": 138,
              "signalAccuracy": 38.405797101449274,
              "entries": 61,
              "entryAccuracy": 36.666666666666664,
              "falseDirectionEntries": 38
            }
          ],
          "latency": [
            {
              "turns": 94,
              "missed": 65,
              "meanPenalized": 5.702127659574468,
              "medianPenalized": 7,
              "matchedMean": 2.793103448275862,
              "matchedMedian": 3
            },
            {
              "turns": 94,
              "missed": 59,
              "meanPenalized": 4.574468085106383,
              "medianPenalized": 7,
              "matchedMean": 0.4857142857142857,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -1.9434068263726945,
            "high": -0.17440596562184044
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1448,
          "baseline": {
            "n": 1435,
            "balancedAccuracy": 49.76020408163265,
            "accuracy": 49.721254355400696,
            "flatOutcomePct": 0.8977900552486188,
            "coveragePct": 44.45993031358885,
            "signalCount": 638,
            "signalAccuracy": 53.29153605015674,
            "entries": 98,
            "entryAccuracy": 57.14285714285714,
            "falseDirectionEntries": 42
          },
          "candidate": {
            "n": 1435,
            "balancedAccuracy": 52.49829931972789,
            "accuracy": 52.1602787456446,
            "flatOutcomePct": 0.8977900552486188,
            "coveragePct": 29.756097560975608,
            "signalCount": 427,
            "signalAccuracy": 55.97189695550351,
            "entries": 183,
            "entryAccuracy": 58.791208791208796,
            "falseDirectionEntries": 75
          },
          "balancedGainPP": 2.738095238095241,
          "entryRatio": 1.8673469387755102,
          "naive": {
            "last_reversal": {
              "n": 1435,
              "balancedAccuracy": 51.185374149659864,
              "accuracy": 51.184668989547035,
              "flatOutcomePct": 0.8977900552486188,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1435,
              "balancedAccuracy": 48.814625850340136,
              "accuracy": 48.81533101045296,
              "flatOutcomePct": 0.8977900552486188,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1435,
              "balancedAccuracy": 50.28571428571429,
              "accuracy": 50.24390243902439,
              "flatOutcomePct": 0.8977900552486188,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.483415819231486,
            "high": 8.239641129313483
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -9.036012224883418,
            "high": 11.923858946888627
          },
          "heldOut": [
            {
              "n": 359,
              "balancedAccuracy": 42.82222015272863,
              "accuracy": 42.757660167130915,
              "flatOutcomePct": 0.8287292817679558,
              "coveragePct": 42.061281337047355,
              "signalCount": 151,
              "signalAccuracy": 41.05960264900662,
              "entries": 24,
              "entryAccuracy": 62.5,
              "falseDirectionEntries": 9
            },
            {
              "n": 359,
              "balancedAccuracy": 47.53756130874775,
              "accuracy": 47.353760445682454,
              "flatOutcomePct": 0.8287292817679558,
              "coveragePct": 21.16991643454039,
              "signalCount": 76,
              "signalAccuracy": 47.368421052631575,
              "entries": 40,
              "entryAccuracy": 57.49999999999999,
              "falseDirectionEntries": 17
            }
          ],
          "latency": [
            {
              "turns": 63,
              "missed": 50,
              "meanPenalized": 5.968253968253968,
              "medianPenalized": 7,
              "matchedMean": 2,
              "matchedMedian": 2
            },
            {
              "turns": 63,
              "missed": 50,
              "meanPenalized": 5.7936507936507935,
              "medianPenalized": 7,
              "matchedMean": 1.1538461538461537,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.85,
            "high": 0.6981603773584898
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "kr1w/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "kr1w|000660.KS",
        "kr1w|005380.KS",
        "kr1w|005930.KS",
        "kr1w|035420.KS",
        "kr1w|035720.KS",
        "kr1w|051910.KS",
        "kr1w|068270.KS",
        "kr1w|105560.KS"
      ],
      "heldOutSymbols": [
        "kr1w|068270.KS",
        "kr1w|105560.KS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7834536861358259,
        "0.01": 0.7452945018646285,
        "0.1": 0.7180130395140563
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 810,
            "balancedAccuracy": 51.0655647752422,
            "accuracy": 51.04938271604939,
            "flatOutcomePct": 0.7352941176470588,
            "coveragePct": 51.23456790123457,
            "signalCount": 415,
            "signalAccuracy": 50.602409638554214,
            "entries": 58,
            "entryAccuracy": 58.620689655172406,
            "falseDirectionEntries": 24
          },
          "candidate": {
            "n": 810,
            "balancedAccuracy": 50.85263472360246,
            "accuracy": 50.864197530864196,
            "flatOutcomePct": 0.7352941176470588,
            "coveragePct": 63.580246913580254,
            "signalCount": 515,
            "signalAccuracy": 49.320388349514566,
            "entries": 299,
            "entryAccuracy": 48.986486486486484,
            "falseDirectionEntries": 151
          },
          "balancedGainPP": -0.21293005163973788,
          "entryRatio": 5.155172413793103,
          "naive": {
            "last_reversal": {
              "n": 810,
              "balancedAccuracy": 50.498716627748884,
              "accuracy": 50.49382716049383,
              "flatOutcomePct": 0.7352941176470588,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 810,
              "balancedAccuracy": 49.501283372251116,
              "accuracy": 49.50617283950617,
              "flatOutcomePct": 0.7352941176470588,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 810,
              "balancedAccuracy": 49.99512257576774,
              "accuracy": 50,
              "flatOutcomePct": 0.7352941176470588,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -6.156613295399955,
            "high": 6.126092875443251
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -9.905914736184327,
            "high": 10.626660141754149
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 51.42307692307693,
              "accuracy": 51.71568627450981,
              "flatOutcomePct": 0,
              "coveragePct": 43.13725490196079,
              "signalCount": 88,
              "signalAccuracy": 45.45454545454545,
              "entries": 20,
              "entryAccuracy": 40,
              "falseDirectionEntries": 12
            },
            {
              "n": 204,
              "balancedAccuracy": 54.730769230769226,
              "accuracy": 54.65686274509803,
              "flatOutcomePct": 0,
              "coveragePct": 63.23529411764706,
              "signalCount": 129,
              "signalAccuracy": 54.263565891472865,
              "entries": 77,
              "entryAccuracy": 51.94805194805194,
              "falseDirectionEntries": 37
            }
          ],
          "latency": [
            {
              "turns": 45,
              "missed": 37,
              "meanPenalized": 6.288888888888889,
              "medianPenalized": 7,
              "matchedMean": 3,
              "matchedMedian": 3
            },
            {
              "turns": 45,
              "missed": 4,
              "meanPenalized": 0.7555555555555555,
              "medianPenalized": 0,
              "matchedMean": 0.14634146341463414,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -6.88,
            "high": -4.381818181818182
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 677,
            "balancedAccuracy": 48.484170832237126,
            "accuracy": 49.77843426883309,
            "flatOutcomePct": 1.5988372093023258,
            "coveragePct": 55.53914327917282,
            "signalCount": 376,
            "signalAccuracy": 51.329787234042556,
            "entries": 43,
            "entryAccuracy": 50,
            "falseDirectionEntries": 21
          },
          "candidate": {
            "n": 677,
            "balancedAccuracy": 48.64268175041656,
            "accuracy": 49.18759231905465,
            "flatOutcomePct": 1.5988372093023258,
            "coveragePct": 38.404726735598224,
            "signalCount": 260,
            "signalAccuracy": 47.30769230769231,
            "entries": 184,
            "entryAccuracy": 46.19565217391305,
            "falseDirectionEntries": 99
          },
          "balancedGainPP": 0.15851091817943086,
          "entryRatio": 4.27906976744186,
          "naive": {
            "last_reversal": {
              "n": 677,
              "balancedAccuracy": 47.95185477505919,
              "accuracy": 47.71048744460857,
              "flatOutcomePct": 1.5988372093023258,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 677,
              "balancedAccuracy": 52.048145224940804,
              "accuracy": 52.28951255539144,
              "flatOutcomePct": 1.5988372093023258,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 677,
              "balancedAccuracy": 49.06625449443129,
              "accuracy": 49.40915805022156,
              "flatOutcomePct": 1.5988372093023258,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -3.0484768596992784,
            "high": 3.504428286232738
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.791572365130933,
            "high": 6.104249431673477
          },
          "heldOut": [
            {
              "n": 171,
              "balancedAccuracy": 48.05426144149082,
              "accuracy": 49.122807017543856,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 58.47953216374269,
              "signalCount": 100,
              "signalAccuracy": 48,
              "entries": 13,
              "entryAccuracy": 75,
              "falseDirectionEntries": 3
            },
            {
              "n": 171,
              "balancedAccuracy": 52.802137571937514,
              "accuracy": 53.216374269005854,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 34.50292397660819,
              "signalCount": 59,
              "signalAccuracy": 44.06779661016949,
              "entries": 46,
              "entryAccuracy": 41.30434782608695,
              "falseDirectionEntries": 27
            }
          ],
          "latency": [
            {
              "turns": 31,
              "missed": 24,
              "meanPenalized": 5.967741935483871,
              "medianPenalized": 7,
              "matchedMean": 2.4285714285714284,
              "matchedMedian": 3
            },
            {
              "turns": 31,
              "missed": 11,
              "meanPenalized": 2.5806451612903225,
              "medianPenalized": 3,
              "matchedMean": 0.15,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -4.825375,
            "high": -1.5769230769230769
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "kr1w/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "kr1w|000660.KS",
        "kr1w|005380.KS",
        "kr1w|005930.KS",
        "kr1w|035420.KS",
        "kr1w|035720.KS",
        "kr1w|051910.KS",
        "kr1w|068270.KS",
        "kr1w|105560.KS"
      ],
      "heldOutSymbols": [
        "kr1w|068270.KS",
        "kr1w|105560.KS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.8458643430046033,
        "0.01": 0.7550176962388004,
        "0.1": 0.7156005015622631
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 806,
            "balancedAccuracy": 50.61991869918698,
            "accuracy": 50.558312655086844,
            "flatOutcomePct": 1.2254901960784315,
            "coveragePct": 51.61290322580645,
            "signalCount": 416,
            "signalAccuracy": 51.92307692307693,
            "entries": 58,
            "entryAccuracy": 53.57142857142857,
            "falseDirectionEntries": 26
          },
          "candidate": {
            "n": 806,
            "balancedAccuracy": 48.8870411431387,
            "accuracy": 48.635235732009924,
            "flatOutcomePct": 1.2254901960784315,
            "coveragePct": 71.09181141439205,
            "signalCount": 573,
            "signalAccuracy": 49.56369982547993,
            "entries": 164,
            "entryAccuracy": 50.931677018633536,
            "falseDirectionEntries": 79
          },
          "balancedGainPP": -1.7328775560482796,
          "entryRatio": 2.8275862068965516,
          "naive": {
            "last_reversal": {
              "n": 806,
              "balancedAccuracy": 51.504372998275436,
              "accuracy": 51.488833746898266,
              "flatOutcomePct": 1.2254901960784315,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 806,
              "balancedAccuracy": 48.495627001724564,
              "accuracy": 48.51116625310174,
              "flatOutcomePct": 1.2254901960784315,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 806,
              "balancedAccuracy": 48.12761763981276,
              "accuracy": 48.13895781637717,
              "flatOutcomePct": 1.2254901960784315,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -6.635767357992572,
            "high": 3.4173149054063523
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -9.967556558976508,
            "high": 7.713956210240168
          },
          "heldOut": [
            {
              "n": 201,
              "balancedAccuracy": 44.63790370517139,
              "accuracy": 45.024875621890544,
              "flatOutcomePct": 1.4705882352941175,
              "coveragePct": 43.28358208955223,
              "signalCount": 87,
              "signalAccuracy": 37.93103448275862,
              "entries": 20,
              "entryAccuracy": 31.57894736842105,
              "falseDirectionEntries": 13
            },
            {
              "n": 201,
              "balancedAccuracy": 44.84347136913017,
              "accuracy": 45.27363184079602,
              "flatOutcomePct": 1.4705882352941175,
              "coveragePct": 72.636815920398,
              "signalCount": 146,
              "signalAccuracy": 44.52054794520548,
              "entries": 43,
              "entryAccuracy": 46.51162790697674,
              "falseDirectionEntries": 23
            }
          ],
          "latency": [
            {
              "turns": 45,
              "missed": 37,
              "meanPenalized": 6.288888888888889,
              "medianPenalized": 7,
              "matchedMean": 3,
              "matchedMedian": 3
            },
            {
              "turns": 45,
              "missed": 14,
              "meanPenalized": 2.8666666666666667,
              "medianPenalized": 3,
              "matchedMean": 1,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.558139534883721,
            "high": -2.2857142857142856
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 681,
            "balancedAccuracy": 49.170953958842,
            "accuracy": 51.10132158590308,
            "flatOutcomePct": 1.0174418604651163,
            "coveragePct": 55.21292217327459,
            "signalCount": 376,
            "signalAccuracy": 53.72340425531915,
            "entries": 43,
            "entryAccuracy": 42.857142857142854,
            "falseDirectionEntries": 24
          },
          "candidate": {
            "n": 681,
            "balancedAccuracy": 47.043294384373915,
            "accuracy": 48.751835535976504,
            "flatOutcomePct": 1.0174418604651163,
            "coveragePct": 65.05139500734214,
            "signalCount": 443,
            "signalAccuracy": 51.0158013544018,
            "entries": 107,
            "entryAccuracy": 48.57142857142857,
            "falseDirectionEntries": 54
          },
          "balancedGainPP": -2.1276595744680833,
          "entryRatio": 2.488372093023256,
          "naive": {
            "last_reversal": {
              "n": 681,
              "balancedAccuracy": 49.77764213463551,
              "accuracy": 49.412628487518354,
              "flatOutcomePct": 1.0174418604651163,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 681,
              "balancedAccuracy": 50.2223578653645,
              "accuracy": 50.58737151248165,
              "flatOutcomePct": 1.0174418604651163,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 681,
              "balancedAccuracy": 48.8954046041158,
              "accuracy": 49.412628487518354,
              "flatOutcomePct": 1.0174418604651163,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.843352652996964,
            "high": 2.699546334936385
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -8.148305635895312,
            "high": 7.372385736908603
          },
          "heldOut": [
            {
              "n": 171,
              "balancedAccuracy": 45.54193368626358,
              "accuracy": 49.122807017543856,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 58.47953216374269,
              "signalCount": 100,
              "signalAccuracy": 47,
              "entries": 13,
              "entryAccuracy": 50,
              "falseDirectionEntries": 6
            },
            {
              "n": 171,
              "balancedAccuracy": 43.27807188631931,
              "accuracy": 44.73684210526316,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 55.55555555555556,
              "signalCount": 95,
              "signalAccuracy": 43.15789473684211,
              "entries": 29,
              "entryAccuracy": 46.42857142857143,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 31,
              "missed": 24,
              "meanPenalized": 5.967741935483871,
              "medianPenalized": 7,
              "matchedMean": 2.4285714285714284,
              "matchedMedian": 3
            },
            {
              "turns": 31,
              "missed": 16,
              "meanPenalized": 3.870967741935484,
              "medianPenalized": 7,
              "matchedMean": 0.5333333333333333,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -4.785714285714286,
            "high": -0.4074074074074074
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "kr1w/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "kr1w|000660.KS",
        "kr1w|005380.KS",
        "kr1w|005930.KS",
        "kr1w|035420.KS",
        "kr1w|035720.KS",
        "kr1w|051910.KS",
        "kr1w|068270.KS",
        "kr1w|105560.KS"
      ],
      "heldOutSymbols": [
        "kr1w|068270.KS",
        "kr1w|105560.KS"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 1.0102652122772446,
        "0.01": 0.8533741747814935,
        "0.1": 0.7809840436935848
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 800,
          "baseline": {
            "n": 799,
            "balancedAccuracy": 53.48031224528184,
            "accuracy": 53.37922403003754,
            "flatOutcomePct": 0.125,
            "coveragePct": 51.56445556946183,
            "signalCount": 412,
            "signalAccuracy": 56.310679611650485,
            "entries": 57,
            "entryAccuracy": 59.64912280701754,
            "falseDirectionEntries": 23
          },
          "candidate": {
            "n": 799,
            "balancedAccuracy": 50.62715530754279,
            "accuracy": 50.06257822277848,
            "flatOutcomePct": 0.125,
            "coveragePct": 69.83729662077597,
            "signalCount": 558,
            "signalAccuracy": 50.89605734767025,
            "entries": 158,
            "entryAccuracy": 56.32911392405063,
            "falseDirectionEntries": 69
          },
          "balancedGainPP": -2.853156937739044,
          "entryRatio": 2.7719298245614037,
          "naive": {
            "last_reversal": {
              "n": 799,
              "balancedAccuracy": 49.95877484481785,
              "accuracy": 49.93742177722152,
              "flatOutcomePct": 0.125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 799,
              "balancedAccuracy": 50.04122515518215,
              "accuracy": 50.06257822277848,
              "flatOutcomePct": 0.125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 799,
              "balancedAccuracy": 50.542197002946885,
              "accuracy": 50.563204005006256,
              "flatOutcomePct": 0.125,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -8.424831945529156,
            "high": 3.3476768530017003
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -11.944027388169824,
            "high": 7.857459329154231
          },
          "heldOut": [
            {
              "n": 200,
              "balancedAccuracy": 46.13381410256411,
              "accuracy": 46.75,
              "flatOutcomePct": 0,
              "coveragePct": 43.5,
              "signalCount": 87,
              "signalAccuracy": 45.97701149425287,
              "entries": 20,
              "entryAccuracy": 50,
              "falseDirectionEntries": 10
            },
            {
              "n": 200,
              "balancedAccuracy": 48.737980769230774,
              "accuracy": 49.5,
              "flatOutcomePct": 0,
              "coveragePct": 66,
              "signalCount": 132,
              "signalAccuracy": 50,
              "entries": 43,
              "entryAccuracy": 58.139534883720934,
              "falseDirectionEntries": 18
            }
          ],
          "latency": [
            {
              "turns": 44,
              "missed": 36,
              "meanPenalized": 6.2727272727272725,
              "medianPenalized": 7,
              "matchedMean": 3,
              "matchedMedian": 3
            },
            {
              "turns": 44,
              "missed": 16,
              "meanPenalized": 2.772727272727273,
              "medianPenalized": 2,
              "matchedMean": 0.35714285714285715,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -4.45945945945946,
            "high": -2.7450980392156863
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 685,
            "balancedAccuracy": 51.33121876201461,
            "accuracy": 54.16058394160584,
            "flatOutcomePct": 0.436046511627907,
            "coveragePct": 55.32846715328466,
            "signalCount": 379,
            "signalAccuracy": 59.10290237467019,
            "entries": 43,
            "entryAccuracy": 44.18604651162791,
            "falseDirectionEntries": 24
          },
          "candidate": {
            "n": 685,
            "balancedAccuracy": 50.480365943168714,
            "accuracy": 54.01459854014598,
            "flatOutcomePct": 0.436046511627907,
            "coveragePct": 54.89051094890512,
            "signalCount": 376,
            "signalAccuracy": 53.72340425531915,
            "entries": 92,
            "entryAccuracy": 51.64835164835166,
            "falseDirectionEntries": 44
          },
          "balancedGainPP": -0.8508528188458939,
          "entryRatio": 2.13953488372093,
          "naive": {
            "last_reversal": {
              "n": 685,
              "balancedAccuracy": 50.843862500436884,
              "accuracy": 50.21897810218978,
              "flatOutcomePct": 0.436046511627907,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 685,
              "balancedAccuracy": 49.1561374995631,
              "accuracy": 49.78102189781022,
              "flatOutcomePct": 0.436046511627907,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 685,
              "balancedAccuracy": 50.33924889028696,
              "accuracy": 51.09489051094891,
              "flatOutcomePct": 0.436046511627907,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.353339973586269,
            "high": 3.369782962582613
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.973503884352029,
            "high": 6.512875671029258
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 44.88122171945702,
              "accuracy": 50.58139534883721,
              "flatOutcomePct": 0,
              "coveragePct": 58.720930232558146,
              "signalCount": 101,
              "signalAccuracy": 52.475247524752476,
              "entries": 13,
              "entryAccuracy": 38.46153846153847,
              "falseDirectionEntries": 8
            },
            {
              "n": 172,
              "balancedAccuracy": 46.761877828054295,
              "accuracy": 51.162790697674424,
              "flatOutcomePct": 0,
              "coveragePct": 43.02325581395349,
              "signalCount": 74,
              "signalAccuracy": 45.94594594594595,
              "entries": 26,
              "entryAccuracy": 38.46153846153847,
              "falseDirectionEntries": 16
            }
          ],
          "latency": [
            {
              "turns": 31,
              "missed": 24,
              "meanPenalized": 5.967741935483871,
              "medianPenalized": 7,
              "matchedMean": 2.4285714285714284,
              "matchedMedian": 3
            },
            {
              "turns": 31,
              "missed": 20,
              "meanPenalized": 4.419354838709677,
              "medianPenalized": 7,
              "matchedMean": -0.2727272727272727,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -3.2962962962962963,
            "high": 0.038461538461538464
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "tw1d/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "tw1d|1301.TW",
        "tw1d|2002.TW",
        "tw1d|2308.TW",
        "tw1d|2317.TW",
        "tw1d|2330.TW",
        "tw1d|2454.TW",
        "tw1d|2881.TW",
        "tw1d|2882.TW"
      ],
      "heldOutSymbols": [
        "tw1d|2881.TW",
        "tw1d|2882.TW"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6972535854267078,
        "0.01": 0.6961731301922904,
        "0.1": 0.6940581805732208
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1912,
          "baseline": {
            "n": 1788,
            "balancedAccuracy": 50.36751858415946,
            "accuracy": 50.53131991051454,
            "flatOutcomePct": 6.485355648535565,
            "coveragePct": 41.442953020134226,
            "signalCount": 741,
            "signalAccuracy": 50.877192982456144,
            "entries": 126,
            "entryAccuracy": 46.21848739495798,
            "falseDirectionEntries": 64
          },
          "candidate": {
            "n": 1788,
            "balancedAccuracy": 52.543446539620106,
            "accuracy": 52.76845637583892,
            "flatOutcomePct": 6.485355648535565,
            "coveragePct": 43.23266219239373,
            "signalCount": 773,
            "signalAccuracy": 54.980595084087966,
            "entries": 518,
            "entryAccuracy": 55.6935817805383,
            "falseDirectionEntries": 214
          },
          "balancedGainPP": 2.1759279554606437,
          "entryRatio": 4.111111111111111,
          "naive": {
            "last_reversal": {
              "n": 1788,
              "balancedAccuracy": 50.982658959537574,
              "accuracy": 50.950782997762865,
              "flatOutcomePct": 6.485355648535565,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1788,
              "balancedAccuracy": 49.017341040462426,
              "accuracy": 49.049217002237135,
              "flatOutcomePct": 6.485355648535565,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1788,
              "balancedAccuracy": 48.92503084312902,
              "accuracy": 48.99328859060403,
              "flatOutcomePct": 6.485355648535565,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.5197981901021453,
            "high": 6.026126298078018
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -7.168981143923237,
            "high": 8.184396049094802
          },
          "heldOut": [
            {
              "n": 446,
              "balancedAccuracy": 51.51312591152163,
              "accuracy": 52.01793721973094,
              "flatOutcomePct": 6.694560669456067,
              "coveragePct": 36.09865470852018,
              "signalCount": 161,
              "signalAccuracy": 51.5527950310559,
              "entries": 31,
              "entryAccuracy": 43.333333333333336,
              "falseDirectionEntries": 17
            },
            {
              "n": 446,
              "balancedAccuracy": 51.13838923999352,
              "accuracy": 51.569506726457405,
              "flatOutcomePct": 6.694560669456067,
              "coveragePct": 44.39461883408072,
              "signalCount": 198,
              "signalAccuracy": 56.060606060606055,
              "entries": 128,
              "entryAccuracy": 57.14285714285714,
              "falseDirectionEntries": 51
            }
          ],
          "latency": [
            {
              "turns": 104,
              "missed": 71,
              "meanPenalized": 5.5673076923076925,
              "medianPenalized": 7,
              "matchedMean": 2.484848484848485,
              "matchedMedian": 3
            },
            {
              "turns": 104,
              "missed": 37,
              "meanPenalized": 2.5,
              "medianPenalized": 2.5,
              "matchedMean": 0.014925373134328358,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -3.42,
            "high": -2.702688326624497
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "unseen_asset_regression"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1440,
          "baseline": {
            "n": 1375,
            "balancedAccuracy": 48.27073194492094,
            "accuracy": 48.69090909090909,
            "flatOutcomePct": 4.513888888888888,
            "coveragePct": 40.43636363636364,
            "signalCount": 556,
            "signalAccuracy": 49.460431654676256,
            "entries": 89,
            "entryAccuracy": 43.02325581395349,
            "falseDirectionEntries": 49
          },
          "candidate": {
            "n": 1375,
            "balancedAccuracy": 51.515849417824036,
            "accuracy": 52.07272727272727,
            "flatOutcomePct": 4.513888888888888,
            "coveragePct": 45.67272727272727,
            "signalCount": 628,
            "signalAccuracy": 49.044585987261144,
            "entries": 367,
            "entryAccuracy": 46.1756373937677,
            "falseDirectionEntries": 190
          },
          "balancedGainPP": 3.2451174729030967,
          "entryRatio": 4.123595505617978,
          "naive": {
            "last_reversal": {
              "n": 1375,
              "balancedAccuracy": 51.89847816787167,
              "accuracy": 51.85454545454545,
              "flatOutcomePct": 4.513888888888888,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1375,
              "balancedAccuracy": 48.10152183212833,
              "accuracy": 48.14545454545455,
              "flatOutcomePct": 4.513888888888888,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1375,
              "balancedAccuracy": 48.313034473119096,
              "accuracy": 48.43636363636364,
              "flatOutcomePct": 4.513888888888888,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -0.782036658202484,
            "high": 7.476459545282736
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.851147028015612,
            "high": 10.702472969610266
          },
          "heldOut": [
            {
              "n": 346,
              "balancedAccuracy": 48.22098633074243,
              "accuracy": 48.69942196531792,
              "flatOutcomePct": 3.888888888888889,
              "coveragePct": 38.4393063583815,
              "signalCount": 133,
              "signalAccuracy": 51.127819548872175,
              "entries": 17,
              "entryAccuracy": 29.411764705882355,
              "falseDirectionEntries": 12
            },
            {
              "n": 346,
              "balancedAccuracy": 54.17113374430448,
              "accuracy": 54.76878612716764,
              "flatOutcomePct": 3.888888888888889,
              "coveragePct": 41.040462427745666,
              "signalCount": 142,
              "signalAccuracy": 51.40845070422535,
              "entries": 74,
              "entryAccuracy": 52.054794520547944,
              "falseDirectionEntries": 35
            }
          ],
          "latency": [
            {
              "turns": 78,
              "missed": 60,
              "meanPenalized": 5.730769230769231,
              "medianPenalized": 7,
              "matchedMean": 1.5,
              "matchedMedian": 2.5
            },
            {
              "turns": 78,
              "missed": 26,
              "meanPenalized": 2.4358974358974357,
              "medianPenalized": 3,
              "matchedMean": 0.15384615384615385,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -4.512534722222222,
            "high": -2.278481012658228
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "tw1d/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "tw1d|1301.TW",
        "tw1d|2002.TW",
        "tw1d|2308.TW",
        "tw1d|2317.TW",
        "tw1d|2330.TW",
        "tw1d|2454.TW",
        "tw1d|2881.TW",
        "tw1d|2882.TW"
      ],
      "heldOutSymbols": [
        "tw1d|2881.TW",
        "tw1d|2882.TW"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.700063278219025,
        "0.01": 0.6967425889409622,
        "0.1": 0.6952971608087113
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1912,
          "baseline": {
            "n": 1850,
            "balancedAccuracy": 49.315979691330774,
            "accuracy": 49.648648648648646,
            "flatOutcomePct": 3.2426778242677825,
            "coveragePct": 41.62162162162162,
            "signalCount": 770,
            "signalAccuracy": 52.72727272727272,
            "entries": 126,
            "entryAccuracy": 50.806451612903224,
            "falseDirectionEntries": 61
          },
          "candidate": {
            "n": 1850,
            "balancedAccuracy": 55.57965892332115,
            "accuracy": 55.86486486486486,
            "flatOutcomePct": 3.2426778242677825,
            "coveragePct": 39.08108108108108,
            "signalCount": 723,
            "signalAccuracy": 56.293222683264176,
            "entries": 451,
            "entryAccuracy": 58.58123569794051,
            "falseDirectionEntries": 181
          },
          "balancedGainPP": 6.263679231990373,
          "entryRatio": 3.5793650793650795,
          "naive": {
            "last_reversal": {
              "n": 1850,
              "balancedAccuracy": 51.33040805207736,
              "accuracy": 51.24324324324324,
              "flatOutcomePct": 3.2426778242677825,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1850,
              "balancedAccuracy": 48.66959194792263,
              "accuracy": 48.75675675675676,
              "flatOutcomePct": 3.2426778242677825,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1850,
              "balancedAccuracy": 48.35990118075843,
              "accuracy": 48.54054054054054,
              "flatOutcomePct": 3.2426778242677825,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": 2.8814614053997376,
            "high": 9.96241844186718
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": 0.10264710225713555,
            "high": 12.758859377912136
          },
          "heldOut": [
            {
              "n": 463,
              "balancedAccuracy": 48.192657789814184,
              "accuracy": 48.704103671706264,
              "flatOutcomePct": 3.1380753138075312,
              "coveragePct": 35.63714902807775,
              "signalCount": 165,
              "signalAccuracy": 50.90909090909091,
              "entries": 31,
              "entryAccuracy": 50,
              "falseDirectionEntries": 15
            },
            {
              "n": 463,
              "balancedAccuracy": 57.80109832242534,
              "accuracy": 57.88336933045356,
              "flatOutcomePct": 3.1380753138075312,
              "coveragePct": 45.14038876889849,
              "signalCount": 209,
              "signalAccuracy": 58.85167464114832,
              "entries": 122,
              "entryAccuracy": 57.02479338842975,
              "falseDirectionEntries": 52
            }
          ],
          "latency": [
            {
              "turns": 104,
              "missed": 71,
              "meanPenalized": 5.5673076923076925,
              "medianPenalized": 7,
              "matchedMean": 2.484848484848485,
              "matchedMedian": 3
            },
            {
              "turns": 104,
              "missed": 44,
              "meanPenalized": 2.8461538461538463,
              "medianPenalized": 3,
              "matchedMean": -0.2,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -3.4537472497249726,
            "high": -1.9905637915543575
          },
          "failedChecks": [
            "more_than_2x_alerts"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1440,
          "baseline": {
            "n": 1400,
            "balancedAccuracy": 46.948508650341395,
            "accuracy": 48,
            "flatOutcomePct": 2.7777777777777777,
            "coveragePct": 40.64285714285714,
            "signalCount": 569,
            "signalAccuracy": 51.493848857644984,
            "entries": 89,
            "entryAccuracy": 49.42528735632184,
            "falseDirectionEntries": 44
          },
          "candidate": {
            "n": 1400,
            "balancedAccuracy": 50.1131988295087,
            "accuracy": 51.82142857142858,
            "flatOutcomePct": 2.7777777777777777,
            "coveragePct": 46.214285714285715,
            "signalCount": 647,
            "signalAccuracy": 52.55023183925811,
            "entries": 297,
            "entryAccuracy": 52.595155709342556,
            "falseDirectionEntries": 137
          },
          "balancedGainPP": 3.1646901791673017,
          "entryRatio": 3.337078651685393,
          "naive": {
            "last_reversal": {
              "n": 1400,
              "balancedAccuracy": 52.02602803018635,
              "accuracy": 51.89285714285714,
              "flatOutcomePct": 2.7777777777777777,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1400,
              "balancedAccuracy": 47.97397196981365,
              "accuracy": 48.10714285714286,
              "flatOutcomePct": 2.7777777777777777,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1400,
              "balancedAccuracy": 47.14641408696545,
              "accuracy": 47.464285714285715,
              "flatOutcomePct": 2.7777777777777777,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.235453019726002,
            "high": 8.594974308509647
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -5.249583131914681,
            "high": 12.066679987264479
          },
          "heldOut": [
            {
              "n": 351,
              "balancedAccuracy": 47.32620320855615,
              "accuracy": 48.57549857549858,
              "flatOutcomePct": 2.5,
              "coveragePct": 39.03133903133903,
              "signalCount": 137,
              "signalAccuracy": 56.934306569343065,
              "entries": 17,
              "entryAccuracy": 43.75,
              "falseDirectionEntries": 9
            },
            {
              "n": 351,
              "balancedAccuracy": 47.24450386215092,
              "accuracy": 49.572649572649574,
              "flatOutcomePct": 2.5,
              "coveragePct": 41.31054131054131,
              "signalCount": 145,
              "signalAccuracy": 52.41379310344828,
              "entries": 62,
              "entryAccuracy": 46.666666666666664,
              "falseDirectionEntries": 32
            }
          ],
          "latency": [
            {
              "turns": 78,
              "missed": 60,
              "meanPenalized": 5.730769230769231,
              "medianPenalized": 7,
              "matchedMean": 1.5,
              "matchedMedian": 2.5
            },
            {
              "turns": 78,
              "missed": 28,
              "meanPenalized": 2.6923076923076925,
              "medianPenalized": 2.5,
              "matchedMean": 0.28,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -3.840014492753623,
            "high": -2.217934782608696
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "tw1d/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "tw1d|1301.TW",
        "tw1d|2002.TW",
        "tw1d|2308.TW",
        "tw1d|2317.TW",
        "tw1d|2330.TW",
        "tw1d|2454.TW",
        "tw1d|2881.TW",
        "tw1d|2882.TW"
      ],
      "heldOutSymbols": [
        "tw1d|2881.TW",
        "tw1d|2882.TW"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6984809350493626,
        "0.01": 0.6962238589165848,
        "0.1": 0.6957388508956014
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 1896,
          "baseline": {
            "n": 1851,
            "balancedAccuracy": 48.44033118878749,
            "accuracy": 48.892490545651,
            "flatOutcomePct": 2.3734177215189876,
            "coveragePct": 41.49108589951378,
            "signalCount": 768,
            "signalAccuracy": 53.125,
            "entries": 125,
            "entryAccuracy": 49.166666666666664,
            "falseDirectionEntries": 61
          },
          "candidate": {
            "n": 1851,
            "balancedAccuracy": 54.05232095709182,
            "accuracy": 54.430037817396006,
            "flatOutcomePct": 2.3734177215189876,
            "coveragePct": 31.226364127498652,
            "signalCount": 578,
            "signalAccuracy": 56.40138408304498,
            "entries": 365,
            "entryAccuracy": 56.901408450704224,
            "falseDirectionEntries": 153
          },
          "balancedGainPP": 5.611989768304333,
          "entryRatio": 2.92,
          "naive": {
            "last_reversal": {
              "n": 1851,
              "balancedAccuracy": 53.08483388790316,
              "accuracy": 52.94435440302539,
              "flatOutcomePct": 2.3734177215189876,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1851,
              "balancedAccuracy": 46.91516611209684,
              "accuracy": 47.05564559697461,
              "flatOutcomePct": 2.3734177215189876,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1851,
              "balancedAccuracy": 47.18516592384117,
              "accuracy": 47.40680713128039,
              "flatOutcomePct": 2.3734177215189876,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": 1.8972959833135983,
            "high": 9.642997527123082
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -0.8478271591991322,
            "high": 12.68297995876
          },
          "heldOut": [
            {
              "n": 465,
              "balancedAccuracy": 46.25707538328897,
              "accuracy": 46.88172043010753,
              "flatOutcomePct": 1.89873417721519,
              "coveragePct": 34.623655913978496,
              "signalCount": 161,
              "signalAccuracy": 51.5527950310559,
              "entries": 31,
              "entryAccuracy": 43.333333333333336,
              "falseDirectionEntries": 17
            },
            {
              "n": 465,
              "balancedAccuracy": 57.0107208456723,
              "accuracy": 57.31182795698925,
              "flatOutcomePct": 1.89873417721519,
              "coveragePct": 32.68817204301075,
              "signalCount": 152,
              "signalAccuracy": 55.26315789473685,
              "entries": 94,
              "entryAccuracy": 50.53763440860215,
              "falseDirectionEntries": 46
            }
          ],
          "latency": [
            {
              "turns": 103,
              "missed": 70,
              "meanPenalized": 5.553398058252427,
              "medianPenalized": 7,
              "matchedMean": 2.484848484848485,
              "matchedMedian": 3
            },
            {
              "turns": 103,
              "missed": 54,
              "meanPenalized": 3.912621359223301,
              "medianPenalized": 7,
              "matchedMean": 0.5102040816326531,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -2.372549019607843,
            "high": -0.82
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "coverage_loss"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 1440,
          "baseline": {
            "n": 1414,
            "balancedAccuracy": 46.74052337730181,
            "accuracy": 48.656294200848656,
            "flatOutcomePct": 1.8055555555555554,
            "coveragePct": 40.52333804809052,
            "signalCount": 573,
            "signalAccuracy": 54.45026178010471,
            "entries": 89,
            "entryAccuracy": 50,
            "falseDirectionEntries": 43
          },
          "candidate": {
            "n": 1414,
            "balancedAccuracy": 49.852259370510644,
            "accuracy": 52.68741159830269,
            "flatOutcomePct": 1.8055555555555554,
            "coveragePct": 41.089108910891085,
            "signalCount": 581,
            "signalAccuracy": 51.29087779690189,
            "entries": 261,
            "entryAccuracy": 50.583657587548636,
            "falseDirectionEntries": 127
          },
          "balancedGainPP": 3.111735993208832,
          "entryRatio": 2.932584269662921,
          "naive": {
            "last_reversal": {
              "n": 1414,
              "balancedAccuracy": 52.46853369465849,
              "accuracy": 52.192362093352195,
              "flatOutcomePct": 1.8055555555555554,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1414,
              "balancedAccuracy": 47.53146630534152,
              "accuracy": 47.80763790664781,
              "flatOutcomePct": 1.8055555555555554,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1414,
              "balancedAccuracy": 45.414224729006136,
              "accuracy": 46.004243281471005,
              "flatOutcomePct": 1.8055555555555554,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.565072113461026,
            "high": 9.451388340045183
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -5.792218991374898,
            "high": 14.095670823331563
          },
          "heldOut": [
            {
              "n": 353,
              "balancedAccuracy": 51.28038628038628,
              "accuracy": 53.11614730878187,
              "flatOutcomePct": 1.9444444444444444,
              "coveragePct": 39.09348441926346,
              "signalCount": 138,
              "signalAccuracy": 63.76811594202898,
              "entries": 17,
              "entryAccuracy": 52.94117647058824,
              "falseDirectionEntries": 8
            },
            {
              "n": 353,
              "balancedAccuracy": 51.727439227439234,
              "accuracy": 55.240793201133144,
              "flatOutcomePct": 1.9444444444444444,
              "coveragePct": 35.12747875354108,
              "signalCount": 124,
              "signalAccuracy": 51.61290322580645,
              "entries": 55,
              "entryAccuracy": 56.60377358490566,
              "falseDirectionEntries": 23
            }
          ],
          "latency": [
            {
              "turns": 78,
              "missed": 60,
              "meanPenalized": 5.730769230769231,
              "medianPenalized": 7,
              "matchedMean": 1.5,
              "matchedMedian": 2.5
            },
            {
              "turns": 78,
              "missed": 28,
              "meanPenalized": 2.9871794871794872,
              "medianPenalized": 4.5,
              "matchedMean": 0.74,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -3.52,
            "high": -1.9743589743589745
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "tw1w/1": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "tw1w|1301.TW",
        "tw1w|2002.TW",
        "tw1w|2308.TW",
        "tw1w|2317.TW",
        "tw1w|2330.TW",
        "tw1w|2454.TW",
        "tw1w|2881.TW",
        "tw1w|2882.TW"
      ],
      "heldOutSymbols": [
        "tw1w|2881.TW",
        "tw1w|2882.TW"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.82099717867029,
        "0.01": 0.7256082114139925,
        "0.1": 0.6976626551833407
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 780,
            "balancedAccuracy": 50.309065934065934,
            "accuracy": 51.41025641025641,
            "flatOutcomePct": 4.411764705882353,
            "coveragePct": 53.07692307692308,
            "signalCount": 414,
            "signalAccuracy": 50.96618357487923,
            "entries": 58,
            "entryAccuracy": 50.90909090909091,
            "falseDirectionEntries": 27
          },
          "candidate": {
            "n": 780,
            "balancedAccuracy": 50.635302197802204,
            "accuracy": 52.371794871794876,
            "flatOutcomePct": 4.411764705882353,
            "coveragePct": 48.46153846153846,
            "signalCount": 378,
            "signalAccuracy": 53.43915343915344,
            "entries": 179,
            "entryAccuracy": 48.214285714285715,
            "falseDirectionEntries": 87
          },
          "balancedGainPP": 0.3262362637362699,
          "entryRatio": 3.086206896551724,
          "naive": {
            "last_reversal": {
              "n": 780,
              "balancedAccuracy": 53.27094780219781,
              "accuracy": 53.07692307692308,
              "flatOutcomePct": 4.411764705882353,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 780,
              "balancedAccuracy": 46.729052197802204,
              "accuracy": 46.92307692307692,
              "flatOutcomePct": 4.411764705882353,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 780,
              "balancedAccuracy": 49.39903846153846,
              "accuracy": 49.871794871794876,
              "flatOutcomePct": 4.411764705882353,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -3.6467427700763304,
            "high": 4.146661638153813
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -6.140981225434338,
            "high": 6.146878858653421
          },
          "heldOut": [
            {
              "n": 195,
              "balancedAccuracy": 44.60789586919105,
              "accuracy": 50.256410256410255,
              "flatOutcomePct": 4.411764705882353,
              "coveragePct": 52.820512820512825,
              "signalCount": 103,
              "signalAccuracy": 53.398058252427184,
              "entries": 12,
              "entryAccuracy": 50,
              "falseDirectionEntries": 6
            },
            {
              "n": 195,
              "balancedAccuracy": 47.797439759036145,
              "accuracy": 52.307692307692314,
              "flatOutcomePct": 4.411764705882353,
              "coveragePct": 56.92307692307692,
              "signalCount": 111,
              "signalAccuracy": 55.85585585585585,
              "entries": 49,
              "entryAccuracy": 45.65217391304348,
              "falseDirectionEntries": 25
            }
          ],
          "latency": [
            {
              "turns": 39,
              "missed": 23,
              "meanPenalized": 4.743589743589744,
              "medianPenalized": 7,
              "matchedMean": 1.5,
              "matchedMedian": 2
            },
            {
              "turns": 39,
              "missed": 16,
              "meanPenalized": 2.8461538461538463,
              "medianPenalized": 2,
              "matchedMean": -0.043478260869565216,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -2.7857142857142856,
            "high": -0.8653409090909098
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 659,
            "balancedAccuracy": 51.63778724981468,
            "accuracy": 52.65553869499241,
            "flatOutcomePct": 4.215116279069767,
            "coveragePct": 43.39908952959029,
            "signalCount": 286,
            "signalAccuracy": 54.1958041958042,
            "entries": 44,
            "entryAccuracy": 46.34146341463415,
            "falseDirectionEntries": 22
          },
          "candidate": {
            "n": 659,
            "balancedAccuracy": 46.954457005189035,
            "accuracy": 47.64795144157815,
            "flatOutcomePct": 4.215116279069767,
            "coveragePct": 47.496206373292864,
            "signalCount": 313,
            "signalAccuracy": 51.43769968051119,
            "entries": 125,
            "entryAccuracy": 51.63934426229508,
            "falseDirectionEntries": 59
          },
          "balancedGainPP": -4.683330244625644,
          "entryRatio": 2.840909090909091,
          "naive": {
            "last_reversal": {
              "n": 659,
              "balancedAccuracy": 51.492077464788736,
              "accuracy": 51.365705614567524,
              "flatOutcomePct": 4.215116279069767,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 659,
              "balancedAccuracy": 48.507922535211264,
              "accuracy": 48.634294385432476,
              "flatOutcomePct": 4.215116279069767,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 659,
              "balancedAccuracy": 50.13713862120088,
              "accuracy": 50.758725341426405,
              "flatOutcomePct": 4.215116279069767,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -10.00871761832031,
            "high": 2.0695256901308454
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -12.046356291747042,
            "high": 7.056448818055928
          },
          "heldOut": [
            {
              "n": 164,
              "balancedAccuracy": 49.14166293476639,
              "accuracy": 50,
              "flatOutcomePct": 4.651162790697675,
              "coveragePct": 36.58536585365854,
              "signalCount": 60,
              "signalAccuracy": 58.333333333333336,
              "entries": 7,
              "entryAccuracy": 57.14285714285714,
              "falseDirectionEntries": 3
            },
            {
              "n": 164,
              "balancedAccuracy": 45.017913121361396,
              "accuracy": 45.426829268292686,
              "flatOutcomePct": 4.651162790697675,
              "coveragePct": 37.80487804878049,
              "signalCount": 62,
              "signalAccuracy": 48.38709677419355,
              "entries": 26,
              "entryAccuracy": 40,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 30,
              "missed": 25,
              "meanPenalized": 6.3,
              "medianPenalized": 7,
              "matchedMean": 2.8,
              "matchedMedian": 3
            },
            {
              "turns": 30,
              "missed": 11,
              "meanPenalized": 2.3666666666666667,
              "medianPenalized": 2,
              "matchedMean": -0.3157894736842105,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 6,
            "blockDays": 84,
            "low": -5.448275862068965,
            "high": -2.16
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "tw1w/3": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "tw1w|1301.TW",
        "tw1w|2002.TW",
        "tw1w|2308.TW",
        "tw1w|2317.TW",
        "tw1w|2330.TW",
        "tw1w|2454.TW",
        "tw1w|2881.TW",
        "tw1w|2882.TW"
      ],
      "heldOutSymbols": [
        "tw1w|2881.TW",
        "tw1w|2882.TW"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.8846974200177781,
        "0.01": 0.7429338789786264,
        "0.1": 0.6982331413507697
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 816,
          "baseline": {
            "n": 802,
            "balancedAccuracy": 55.46497795815548,
            "accuracy": 57.73067331670823,
            "flatOutcomePct": 1.715686274509804,
            "coveragePct": 52.867830423940156,
            "signalCount": 424,
            "signalAccuracy": 58.490566037735846,
            "entries": 58,
            "entryAccuracy": 55.172413793103445,
            "falseDirectionEntries": 26
          },
          "candidate": {
            "n": 802,
            "balancedAccuracy": 49.22233319126469,
            "accuracy": 51.87032418952619,
            "flatOutcomePct": 1.715686274509804,
            "coveragePct": 54.738154613466335,
            "signalCount": 439,
            "signalAccuracy": 57.630979498861045,
            "entries": 137,
            "entryAccuracy": 54.81481481481482,
            "falseDirectionEntries": 61
          },
          "balancedGainPP": -6.242644766890791,
          "entryRatio": 2.3620689655172415,
          "naive": {
            "last_reversal": {
              "n": 802,
              "balancedAccuracy": 48.72965184699843,
              "accuracy": 48.25436408977556,
              "flatOutcomePct": 1.715686274509804,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 802,
              "balancedAccuracy": 51.27034815300158,
              "accuracy": 51.74563591022444,
              "flatOutcomePct": 1.715686274509804,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 802,
              "balancedAccuracy": 51.17286149579201,
              "accuracy": 52.18204488778054,
              "flatOutcomePct": 1.715686274509804,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -15.26544197587182,
            "high": 1.7435553789069547
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -22.768513291099087,
            "high": 6.028945999505279
          },
          "heldOut": [
            {
              "n": 200,
              "balancedAccuracy": 44.829963235294116,
              "accuracy": 59,
              "flatOutcomePct": 1.9607843137254901,
              "coveragePct": 52.5,
              "signalCount": 105,
              "signalAccuracy": 66.66666666666666,
              "entries": 12,
              "entryAccuracy": 75,
              "falseDirectionEntries": 3
            },
            {
              "n": 200,
              "balancedAccuracy": 50.64338235294117,
              "accuracy": 58.75,
              "flatOutcomePct": 1.9607843137254901,
              "coveragePct": 56.49999999999999,
              "signalCount": 113,
              "signalAccuracy": 67.2566371681416,
              "entries": 35,
              "entryAccuracy": 67.64705882352942,
              "falseDirectionEntries": 11
            }
          ],
          "latency": [
            {
              "turns": 39,
              "missed": 23,
              "meanPenalized": 4.743589743589744,
              "medianPenalized": 7,
              "matchedMean": 1.5,
              "matchedMedian": 2
            },
            {
              "turns": 39,
              "missed": 14,
              "meanPenalized": 2.3076923076923075,
              "medianPenalized": 1,
              "matchedMean": -0.32,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -3.5484274193548386,
            "high": -1.1612903225806452
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 673,
            "balancedAccuracy": 52.15058964437074,
            "accuracy": 54.82912332838039,
            "flatOutcomePct": 2.1802325581395348,
            "coveragePct": 43.536404160475485,
            "signalCount": 293,
            "signalAccuracy": 56.31399317406144,
            "entries": 44,
            "entryAccuracy": 59.523809523809526,
            "falseDirectionEntries": 17
          },
          "candidate": {
            "n": 673,
            "balancedAccuracy": 47.57439653583932,
            "accuracy": 49.77711738484398,
            "flatOutcomePct": 2.1802325581395348,
            "coveragePct": 61.51560178306092,
            "signalCount": 414,
            "signalAccuracy": 50.72463768115942,
            "entries": 127,
            "entryAccuracy": 49.6,
            "falseDirectionEntries": 63
          },
          "balancedGainPP": -4.57619310853142,
          "entryRatio": 2.8863636363636362,
          "naive": {
            "last_reversal": {
              "n": 673,
              "balancedAccuracy": 48.33471531232725,
              "accuracy": 47.919762258543834,
              "flatOutcomePct": 2.1802325581395348,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 673,
              "balancedAccuracy": 51.66528468767275,
              "accuracy": 52.08023774145617,
              "flatOutcomePct": 2.1802325581395348,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 673,
              "balancedAccuracy": 52.014925373134325,
              "accuracy": 53.64041604754829,
              "flatOutcomePct": 2.1802325581395348,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -9.494221755959941,
            "high": -0.025453526625826225
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -12.832688157415859,
            "high": 2.054218623233859
          },
          "heldOut": [
            {
              "n": 170,
              "balancedAccuracy": 52.529298323690846,
              "accuracy": 56.470588235294116,
              "flatOutcomePct": 1.1627906976744187,
              "coveragePct": 36.470588235294116,
              "signalCount": 62,
              "signalAccuracy": 64.51612903225806,
              "entries": 7,
              "entryAccuracy": 100,
              "falseDirectionEntries": 0
            },
            {
              "n": 170,
              "balancedAccuracy": 47.13321465657914,
              "accuracy": 50.294117647058826,
              "flatOutcomePct": 1.1627906976744187,
              "coveragePct": 64.70588235294117,
              "signalCount": 110,
              "signalAccuracy": 50.90909090909091,
              "entries": 36,
              "entryAccuracy": 48.57142857142857,
              "falseDirectionEntries": 18
            }
          ],
          "latency": [
            {
              "turns": 30,
              "missed": 25,
              "meanPenalized": 6.3,
              "medianPenalized": 7,
              "matchedMean": 2.8,
              "matchedMedian": 3
            },
            {
              "turns": 30,
              "missed": 13,
              "meanPenalized": 3.2,
              "medianPenalized": 4,
              "matchedMean": 0.29411764705882354,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 6,
            "blockDays": 84,
            "low": -4.888888888888889,
            "high": -1.2142857142857142
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "tw1w/5": {
      "status": "evaluated",
      "assets": 8,
      "symbols": [
        "tw1w|1301.TW",
        "tw1w|2002.TW",
        "tw1w|2308.TW",
        "tw1w|2317.TW",
        "tw1w|2330.TW",
        "tw1w|2454.TW",
        "tw1w|2881.TW",
        "tw1w|2882.TW"
      ],
      "heldOutSymbols": [
        "tw1w|2881.TW",
        "tw1w|2882.TW"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.9380778794995502,
        "0.01": 0.7737543530994984,
        "0.1": 0.7003212598680997
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 800,
          "baseline": {
            "n": 794,
            "balancedAccuracy": 56.6455305173479,
            "accuracy": 58.94206549118388,
            "flatOutcomePct": 0.75,
            "coveragePct": 53.02267002518891,
            "signalCount": 421,
            "signalAccuracy": 58.66983372921615,
            "entries": 56,
            "entryAccuracy": 55.35714285714286,
            "falseDirectionEntries": 25
          },
          "candidate": {
            "n": 794,
            "balancedAccuracy": 52.1763730367769,
            "accuracy": 55.91939546599496,
            "flatOutcomePct": 0.75,
            "coveragePct": 65.36523929471034,
            "signalCount": 519,
            "signalAccuracy": 58.95953757225434,
            "entries": 117,
            "entryAccuracy": 57.26495726495726,
            "falseDirectionEntries": 50
          },
          "balancedGainPP": -4.469157480570999,
          "entryRatio": 2.0892857142857144,
          "naive": {
            "last_reversal": {
              "n": 794,
              "balancedAccuracy": 50.116736578545186,
              "accuracy": 49.622166246851386,
              "flatOutcomePct": 0.75,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 794,
              "balancedAccuracy": 49.883263421454814,
              "accuracy": 50.377833753148614,
              "flatOutcomePct": 0.75,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 794,
              "balancedAccuracy": 50.17006470913407,
              "accuracy": 51.385390428211586,
              "flatOutcomePct": 0.75,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -13.07447067734516,
            "high": 3.360014772688413
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -20.779686300853406,
            "high": 7.267060513590234
          },
          "heldOut": [
            {
              "n": 198,
              "balancedAccuracy": 45.03496503496503,
              "accuracy": 62.62626262626263,
              "flatOutcomePct": 1,
              "coveragePct": 53.535353535353536,
              "signalCount": 106,
              "signalAccuracy": 72.64150943396226,
              "entries": 12,
              "entryAccuracy": 66.66666666666666,
              "falseDirectionEntries": 4
            },
            {
              "n": 198,
              "balancedAccuracy": 51.153846153846146,
              "accuracy": 63.38383838383839,
              "flatOutcomePct": 1,
              "coveragePct": 67.17171717171718,
              "signalCount": 133,
              "signalAccuracy": 72.18045112781954,
              "entries": 22,
              "entryAccuracy": 68.18181818181817,
              "falseDirectionEntries": 7
            }
          ],
          "latency": [
            {
              "turns": 39,
              "missed": 23,
              "meanPenalized": 4.743589743589744,
              "medianPenalized": 7,
              "matchedMean": 1.5,
              "matchedMedian": 2
            },
            {
              "turns": 39,
              "missed": 20,
              "meanPenalized": 3.128205128205128,
              "medianPenalized": 7,
              "matchedMean": -0.9473684210526315,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -3.0952380952380953,
            "high": 0.13333333333333333
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 688,
          "baseline": {
            "n": 681,
            "balancedAccuracy": 49.73910680315246,
            "accuracy": 52.6431718061674,
            "flatOutcomePct": 1.0174418604651163,
            "coveragePct": 43.4654919236417,
            "signalCount": 296,
            "signalAccuracy": 56.41891891891891,
            "entries": 44,
            "entryAccuracy": 50,
            "falseDirectionEntries": 22
          },
          "candidate": {
            "n": 681,
            "balancedAccuracy": 46.057387444514895,
            "accuracy": 47.20998531571219,
            "flatOutcomePct": 1.0174418604651163,
            "coveragePct": 59.76505139500734,
            "signalCount": 407,
            "signalAccuracy": 49.14004914004914,
            "entries": 138,
            "entryAccuracy": 49.629629629629626,
            "falseDirectionEntries": 68
          },
          "balancedGainPP": -3.681719358637565,
          "entryRatio": 3.1363636363636362,
          "naive": {
            "last_reversal": {
              "n": 681,
              "balancedAccuracy": 48.763927892019204,
              "accuracy": 48.164464023494865,
              "flatOutcomePct": 1.0174418604651163,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 681,
              "balancedAccuracy": 51.2360721079808,
              "accuracy": 51.83553597650514,
              "flatOutcomePct": 1.0174418604651163,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 681,
              "balancedAccuracy": 49.122429567895644,
              "accuracy": 51.027900146842875,
              "flatOutcomePct": 1.0174418604651163,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -10.21869361242506,
            "high": 2.953234650348289
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -13.536983673677202,
            "high": 6.932647730959302
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 47.98310761613514,
              "accuracy": 52.32558139534884,
              "flatOutcomePct": 0,
              "coveragePct": 36.04651162790697,
              "signalCount": 62,
              "signalAccuracy": 66.12903225806451,
              "entries": 7,
              "entryAccuracy": 85.71428571428571,
              "falseDirectionEntries": 1
            },
            {
              "n": 172,
              "balancedAccuracy": 45.84607543323139,
              "accuracy": 46.22093023255814,
              "flatOutcomePct": 0,
              "coveragePct": 55.23255813953488,
              "signalCount": 95,
              "signalAccuracy": 52.63157894736842,
              "entries": 30,
              "entryAccuracy": 46.666666666666664,
              "falseDirectionEntries": 16
            }
          ],
          "latency": [
            {
              "turns": 30,
              "missed": 25,
              "meanPenalized": 6.3,
              "medianPenalized": 7,
              "matchedMean": 2.8,
              "matchedMedian": 3
            },
            {
              "turns": 30,
              "missed": 12,
              "meanPenalized": 2.1333333333333333,
              "medianPenalized": 0,
              "matchedMean": -1.1111111111111112,
              "matchedMedian": -2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 6,
            "blockDays": 84,
            "low": -5.303030303030303,
            "high": -3.0357142857142856
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "upbit1d/1": {
      "status": "evaluated",
      "assets": 10,
      "symbols": [
        "upbit1d|ADA",
        "upbit1d|AVAX",
        "upbit1d|BTC",
        "upbit1d|DOGE",
        "upbit1d|ETH",
        "upbit1d|LINK",
        "upbit1d|NEAR",
        "upbit1d|SOL",
        "upbit1d|SUI",
        "upbit1d|XRP"
      ],
      "heldOutSymbols": [
        "upbit1d|SUI",
        "upbit1d|XRP"
      ],
      "excluded": [],
      "penalty": 0.0001,
      "tuningLoss": {
        "0.0001": 0.691003546056504,
        "0.01": 0.692073168582372,
        "0.1": 0.6921148733624665
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 3620,
          "baseline": {
            "n": 3600,
            "balancedAccuracy": 50.49607399428287,
            "accuracy": 51.06944444444444,
            "flatOutcomePct": 0.5524861878453038,
            "coveragePct": 42.5,
            "signalCount": 1530,
            "signalAccuracy": 50.588235294117645,
            "entries": 254,
            "entryAccuracy": 47.82608695652174,
            "falseDirectionEntries": 132
          },
          "candidate": {
            "n": 3600,
            "balancedAccuracy": 50.36490560050769,
            "accuracy": 50.66666666666667,
            "flatOutcomePct": 0.5524861878453038,
            "coveragePct": 55.80555555555555,
            "signalCount": 2009,
            "signalAccuracy": 51.02040816326531,
            "entries": 1034,
            "entryAccuracy": 50.926829268292686,
            "falseDirectionEntries": 503
          },
          "balancedGainPP": -0.13116839377517664,
          "entryRatio": 4.070866141732283,
          "naive": {
            "last_reversal": {
              "n": 3600,
              "balancedAccuracy": 49.136793673856225,
              "accuracy": 49.041666666666664,
              "flatOutcomePct": 0.5524861878453038,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 3600,
              "balancedAccuracy": 50.863206326143775,
              "accuracy": 50.958333333333336,
              "flatOutcomePct": 0.5524861878453038,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 3600,
              "balancedAccuracy": 49.70857653414832,
              "accuracy": 49.916666666666664,
              "flatOutcomePct": 0.5524861878453038,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.0122615914680724,
            "high": 3.094908675834217
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.748343230601239,
            "high": 5.305244155484629
          },
          "heldOut": [
            {
              "n": 721,
              "balancedAccuracy": 49.66931216931217,
              "accuracy": 50.34674063800277,
              "flatOutcomePct": 0.4143646408839779,
              "coveragePct": 40.083217753120664,
              "signalCount": 289,
              "signalAccuracy": 49.48096885813148,
              "entries": 58,
              "entryAccuracy": 40.35087719298245,
              "falseDirectionEntries": 34
            },
            {
              "n": 721,
              "balancedAccuracy": 52.79937371774106,
              "accuracy": 53.19001386962552,
              "flatOutcomePct": 0.4143646408839779,
              "coveragePct": 55.75589459084605,
              "signalCount": 402,
              "signalAccuracy": 53.482587064676615,
              "entries": 205,
              "entryAccuracy": 56.372549019607845,
              "falseDirectionEntries": 89
            }
          ],
          "latency": [
            {
              "turns": 169,
              "missed": 133,
              "meanPenalized": 5.946745562130178,
              "medianPenalized": 7,
              "matchedMean": 2.0555555555555554,
              "matchedMedian": 2.5
            },
            {
              "turns": 169,
              "missed": 38,
              "meanPenalized": 1.5562130177514792,
              "medianPenalized": 0,
              "matchedMean": -0.022900763358778626,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -5.229419713831478,
            "high": -3.6496675606212987
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 2760,
          "baseline": {
            "n": 2691,
            "balancedAccuracy": 51.60527113652114,
            "accuracy": 52.04384986993683,
            "flatOutcomePct": 2.5,
            "coveragePct": 39.76217019695281,
            "signalCount": 1070,
            "signalAccuracy": 56.168224299065415,
            "entries": 148,
            "entryAccuracy": 46.52777777777778,
            "falseDirectionEntries": 77
          },
          "candidate": {
            "n": 2691,
            "balancedAccuracy": 49.619932432432435,
            "accuracy": 50.07432181345225,
            "flatOutcomePct": 2.5,
            "coveragePct": 48.97807506503158,
            "signalCount": 1318,
            "signalAccuracy": 49.165402124430955,
            "entries": 615,
            "entryAccuracy": 50.582362728785355,
            "falseDirectionEntries": 297
          },
          "balancedGainPP": -1.9853387040887043,
          "entryRatio": 4.155405405405405,
          "naive": {
            "last_reversal": {
              "n": 2691,
              "balancedAccuracy": 48.53062196812197,
              "accuracy": 48.29059829059829,
              "flatOutcomePct": 2.5,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 2691,
              "balancedAccuracy": 51.46937803187803,
              "accuracy": 51.70940170940172,
              "flatOutcomePct": 2.5,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 2691,
              "balancedAccuracy": 50.74443433818434,
              "accuracy": 51.02192493496841,
              "flatOutcomePct": 2.5,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -4.941256479818456,
            "high": 0.8911469225810795
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -6.988881799881924,
            "high": 2.897894699877023
          },
          "heldOut": [
            {
              "n": 545,
              "balancedAccuracy": 49.774987670557294,
              "accuracy": 51.559633027522935,
              "flatOutcomePct": 1.2681159420289856,
              "coveragePct": 48.9908256880734,
              "signalCount": 267,
              "signalAccuracy": 59.925093632958806,
              "entries": 33,
              "entryAccuracy": 56.25,
              "falseDirectionEntries": 14
            },
            {
              "n": 545,
              "balancedAccuracy": 51.5353581018138,
              "accuracy": 52.752293577981646,
              "flatOutcomePct": 1.2681159420289856,
              "coveragePct": 53.94495412844037,
              "signalCount": 294,
              "signalAccuracy": 52.04081632653062,
              "entries": 117,
              "entryAccuracy": 59.48275862068966,
              "falseDirectionEntries": 47
            }
          ],
          "latency": [
            {
              "turns": 123,
              "missed": 100,
              "meanPenalized": 6.382113821138211,
              "medianPenalized": 7,
              "matchedMean": 3.6956521739130435,
              "matchedMedian": 4
            },
            {
              "turns": 123,
              "missed": 43,
              "meanPenalized": 2.967479674796748,
              "medianPenalized": 4,
              "matchedMean": 0.8,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -4.595487622173076,
            "high": -2.30327868852459
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "upbit1d/3": {
      "status": "evaluated",
      "assets": 10,
      "symbols": [
        "upbit1d|ADA",
        "upbit1d|AVAX",
        "upbit1d|BTC",
        "upbit1d|DOGE",
        "upbit1d|ETH",
        "upbit1d|LINK",
        "upbit1d|NEAR",
        "upbit1d|SOL",
        "upbit1d|SUI",
        "upbit1d|XRP"
      ],
      "heldOutSymbols": [
        "upbit1d|SUI",
        "upbit1d|XRP"
      ],
      "excluded": [],
      "penalty": 0.0001,
      "tuningLoss": {
        "0.0001": 0.6864732979460713,
        "0.01": 0.6876481930686318,
        "0.1": 0.688660262651222
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 3620,
          "baseline": {
            "n": 3610,
            "balancedAccuracy": 48.03314941775212,
            "accuracy": 49.279778393351805,
            "flatOutcomePct": 0.2762430939226519,
            "coveragePct": 42.5207756232687,
            "signalCount": 1535,
            "signalAccuracy": 48.729641693811075,
            "entries": 254,
            "entryAccuracy": 45.8498023715415,
            "falseDirectionEntries": 137
          },
          "candidate": {
            "n": 3610,
            "balancedAccuracy": 48.20023180241091,
            "accuracy": 49.50138504155125,
            "flatOutcomePct": 0.2762430939226519,
            "coveragePct": 64.26592797783933,
            "signalCount": 2320,
            "signalAccuracy": 50,
            "entries": 704,
            "entryAccuracy": 49.43019943019943,
            "falseDirectionEntries": 355
          },
          "balancedGainPP": 0.16708238465879077,
          "entryRatio": 2.7716535433070866,
          "naive": {
            "last_reversal": {
              "n": 3610,
              "balancedAccuracy": 51.150964650597054,
              "accuracy": 50.927977839335185,
              "flatOutcomePct": 0.2762430939226519,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 3610,
              "balancedAccuracy": 48.84903534940294,
              "accuracy": 49.072022160664815,
              "flatOutcomePct": 0.2762430939226519,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 3610,
              "balancedAccuracy": 48.568553502766164,
              "accuracy": 49.03047091412742,
              "flatOutcomePct": 0.2762430939226519,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.6742586664550687,
            "high": 1.9919879575849013
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.8668415598551937,
            "high": 3.0606123856261096
          },
          "heldOut": [
            {
              "n": 723,
              "balancedAccuracy": 44.417724666283355,
              "accuracy": 46.19640387275242,
              "flatOutcomePct": 0.13812154696132595,
              "coveragePct": 40.11065006915629,
              "signalCount": 290,
              "signalAccuracy": 45.86206896551724,
              "entries": 58,
              "entryAccuracy": 36.206896551724135,
              "falseDirectionEntries": 37
            },
            {
              "n": 723,
              "balancedAccuracy": 45.96470917312862,
              "accuracy": 47.85615491009682,
              "flatOutcomePct": 0.13812154696132595,
              "coveragePct": 60.02766251728907,
              "signalCount": 434,
              "signalAccuracy": 48.15668202764977,
              "entries": 140,
              "entryAccuracy": 52.85714285714286,
              "falseDirectionEntries": 66
            }
          ],
          "latency": [
            {
              "turns": 169,
              "missed": 133,
              "meanPenalized": 5.946745562130178,
              "medianPenalized": 7,
              "matchedMean": 2.0555555555555554,
              "matchedMedian": 2.5
            },
            {
              "turns": 169,
              "missed": 73,
              "meanPenalized": 3.5088757396449703,
              "medianPenalized": 5,
              "matchedMean": 0.8541666666666666,
              "matchedMedian": 2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.24054205798285,
            "high": -1.7770924875974488
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 2760,
          "baseline": {
            "n": 2728,
            "balancedAccuracy": 49.80671777546778,
            "accuracy": 50.31158357771262,
            "flatOutcomePct": 1.1594202898550725,
            "coveragePct": 39.73607038123167,
            "signalCount": 1084,
            "signalAccuracy": 56.08856088560885,
            "entries": 148,
            "entryAccuracy": 53.103448275862064,
            "falseDirectionEntries": 68
          },
          "candidate": {
            "n": 2728,
            "balancedAccuracy": 50.01613392238392,
            "accuracy": 50.58651026392962,
            "flatOutcomePct": 1.1594202898550725,
            "coveragePct": 58.39442815249267,
            "signalCount": 1593,
            "signalAccuracy": 50.596359070935335,
            "entries": 553,
            "entryAccuracy": 53.551912568306015,
            "falseDirectionEntries": 255
          },
          "balancedGainPP": 0.20941614691614063,
          "entryRatio": 3.7364864864864864,
          "naive": {
            "last_reversal": {
              "n": 2728,
              "balancedAccuracy": 48.555418399168396,
              "accuracy": 48.25879765395894,
              "flatOutcomePct": 1.1594202898550725,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 2728,
              "balancedAccuracy": 51.444581600831604,
              "accuracy": 51.74120234604106,
              "flatOutcomePct": 1.1594202898550725,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 2728,
              "balancedAccuracy": 50.44687716562717,
              "accuracy": 50.78812316715543,
              "flatOutcomePct": 1.1594202898550725,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.3458726040032016,
            "high": 3.483440745252523
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.582281050575735,
            "high": 6.760598697396974
          },
          "heldOut": [
            {
              "n": 546,
              "balancedAccuracy": 46.46670335718217,
              "accuracy": 48.717948717948715,
              "flatOutcomePct": 1.0869565217391304,
              "coveragePct": 49.26739926739927,
              "signalCount": 269,
              "signalAccuracy": 54.27509293680297,
              "entries": 33,
              "entryAccuracy": 54.54545454545454,
              "falseDirectionEntries": 15
            },
            {
              "n": 546,
              "balancedAccuracy": 47.52339020363237,
              "accuracy": 49.358974358974365,
              "flatOutcomePct": 1.0869565217391304,
              "coveragePct": 62.45421245421245,
              "signalCount": 341,
              "signalAccuracy": 48.09384164222874,
              "entries": 107,
              "entryAccuracy": 54.71698113207547,
              "falseDirectionEntries": 48
            }
          ],
          "latency": [
            {
              "turns": 123,
              "missed": 100,
              "meanPenalized": 6.382113821138211,
              "medianPenalized": 7,
              "matchedMean": 3.6956521739130435,
              "matchedMedian": 4
            },
            {
              "turns": 123,
              "missed": 40,
              "meanPenalized": 3.902439024390244,
              "medianPenalized": 4,
              "matchedMean": 2.4096385542168677,
              "matchedMedian": 3
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -2.979596990311276,
            "high": -2.037037037037037
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "upbit1d/5": {
      "status": "evaluated",
      "assets": 10,
      "symbols": [
        "upbit1d|ADA",
        "upbit1d|AVAX",
        "upbit1d|BTC",
        "upbit1d|DOGE",
        "upbit1d|ETH",
        "upbit1d|LINK",
        "upbit1d|NEAR",
        "upbit1d|SOL",
        "upbit1d|SUI",
        "upbit1d|XRP"
      ],
      "heldOutSymbols": [
        "upbit1d|SUI",
        "upbit1d|XRP"
      ],
      "excluded": [],
      "penalty": 0.0001,
      "tuningLoss": {
        "0.0001": 0.6849326449622999,
        "0.01": 0.6863782381904112,
        "0.1": 0.6880085767824471
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 3600,
          "baseline": {
            "n": 3595,
            "balancedAccuracy": 47.33415175798629,
            "accuracy": 49.31849791376912,
            "flatOutcomePct": 0.1388888888888889,
            "coveragePct": 42.280945757997216,
            "signalCount": 1520,
            "signalAccuracy": 49.73684210526316,
            "entries": 252,
            "entryAccuracy": 46.03174603174603,
            "falseDirectionEntries": 136
          },
          "candidate": {
            "n": 3595,
            "balancedAccuracy": 49.074431750482304,
            "accuracy": 50.111265646731574,
            "flatOutcomePct": 0.1388888888888889,
            "coveragePct": 64.42280945757997,
            "signalCount": 2316,
            "signalAccuracy": 49.91364421416235,
            "entries": 844,
            "entryAccuracy": 52.07591933570581,
            "falseDirectionEntries": 404
          },
          "balancedGainPP": 1.7402799924960135,
          "entryRatio": 3.3492063492063493,
          "naive": {
            "last_reversal": {
              "n": 3595,
              "balancedAccuracy": 50.17131144839615,
              "accuracy": 49.791376912378304,
              "flatOutcomePct": 0.1388888888888889,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 3595,
              "balancedAccuracy": 49.82868855160385,
              "accuracy": 50.208623087621696,
              "flatOutcomePct": 0.1388888888888889,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 3595,
              "balancedAccuracy": 49.12354198302984,
              "accuracy": 49.84700973574409,
              "flatOutcomePct": 0.1388888888888889,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.0593667511986014,
            "high": 5.729349870202759
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.88393942993997,
            "high": 8.527190253749662
          },
          "heldOut": [
            {
              "n": 720,
              "balancedAccuracy": 43.157086160542825,
              "accuracy": 45.97222222222222,
              "flatOutcomePct": 0,
              "coveragePct": 39.861111111111114,
              "signalCount": 287,
              "signalAccuracy": 47.386759581881535,
              "entries": 58,
              "entryAccuracy": 37.93103448275862,
              "falseDirectionEntries": 36
            },
            {
              "n": 720,
              "balancedAccuracy": 44.99183843297913,
              "accuracy": 46.18055555555556,
              "flatOutcomePct": 0,
              "coveragePct": 62.916666666666664,
              "signalCount": 453,
              "signalAccuracy": 46.799116997792495,
              "entries": 178,
              "entryAccuracy": 51.68539325842697,
              "falseDirectionEntries": 86
            }
          ],
          "latency": [
            {
              "turns": 169,
              "missed": 133,
              "meanPenalized": 5.946745562130178,
              "medianPenalized": 7,
              "matchedMean": 2.0555555555555554,
              "matchedMedian": 2.5
            },
            {
              "turns": 169,
              "missed": 66,
              "meanPenalized": 2.8875739644970415,
              "medianPenalized": 3,
              "matchedMean": 0.2524271844660194,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.935718864468864,
            "high": -2.2487039778490554
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 2760,
          "baseline": {
            "n": 2735,
            "balancedAccuracy": 50.54538634171373,
            "accuracy": 51.22486288848263,
            "flatOutcomePct": 0.9057971014492754,
            "coveragePct": 39.70749542961609,
            "signalCount": 1086,
            "signalAccuracy": 59.576427255985266,
            "entries": 148,
            "entryAccuracy": 56.4625850340136,
            "falseDirectionEntries": 64
          },
          "candidate": {
            "n": 2735,
            "balancedAccuracy": 47.09609041001275,
            "accuracy": 47.495429616087755,
            "flatOutcomePct": 0.9057971014492754,
            "coveragePct": 58.17184643510055,
            "signalCount": 1591,
            "signalAccuracy": 47.20301697045883,
            "entries": 573,
            "entryAccuracy": 45.774647887323944,
            "falseDirectionEntries": 308
          },
          "balancedGainPP": -3.4492959317009806,
          "entryRatio": 3.8716216216216215,
          "naive": {
            "last_reversal": {
              "n": 2735,
              "balancedAccuracy": 48.54843764716581,
              "accuracy": 48.15356489945156,
              "flatOutcomePct": 0.9057971014492754,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 2735,
              "balancedAccuracy": 51.45156235283419,
              "accuracy": 51.84643510054845,
              "flatOutcomePct": 0.9057971014492754,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 2735,
              "balancedAccuracy": 49.07504089517951,
              "accuracy": 49.54296160877514,
              "flatOutcomePct": 0.9057971014492754,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -7.915731007344091,
            "high": 0.9069465794323203
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -10.586455768324244,
            "high": 3.9558601222556886
          },
          "heldOut": [
            {
              "n": 549,
              "balancedAccuracy": 46.47090666814725,
              "accuracy": 49.544626593806925,
              "flatOutcomePct": 0.5434782608695652,
              "coveragePct": 49.362477231329684,
              "signalCount": 271,
              "signalAccuracy": 58.30258302583026,
              "entries": 33,
              "entryAccuracy": 63.63636363636363,
              "falseDirectionEntries": 12
            },
            {
              "n": 549,
              "balancedAccuracy": 43.118441507967354,
              "accuracy": 44.71766848816029,
              "flatOutcomePct": 0.5434782608695652,
              "coveragePct": 60.83788706739527,
              "signalCount": 334,
              "signalAccuracy": 45.209580838323355,
              "entries": 110,
              "entryAccuracy": 49.54128440366973,
              "falseDirectionEntries": 55
            }
          ],
          "latency": [
            {
              "turns": 123,
              "missed": 100,
              "meanPenalized": 6.382113821138211,
              "medianPenalized": 7,
              "matchedMean": 3.6956521739130435,
              "matchedMedian": 4
            },
            {
              "turns": 123,
              "missed": 44,
              "meanPenalized": 3.6178861788617884,
              "medianPenalized": 4,
              "matchedMean": 1.7341772151898733,
              "matchedMedian": 3
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -3.7063492063492065,
            "high": -1.9243665648077413
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "upbit1w/1": {
      "status": "evaluated",
      "assets": 17,
      "symbols": [
        "upbit1w|ADA",
        "upbit1w|AVAX",
        "upbit1w|BCH",
        "upbit1w|BTC",
        "upbit1w|DOGE",
        "upbit1w|ETC",
        "upbit1w|ETH",
        "upbit1w|IOTA",
        "upbit1w|LINK",
        "upbit1w|NEAR",
        "upbit1w|NEO",
        "upbit1w|QTUM",
        "upbit1w|SOL",
        "upbit1w|TRX",
        "upbit1w|VET",
        "upbit1w|XLM",
        "upbit1w|XRP"
      ],
      "heldOutSymbols": [
        "upbit1w|XLM",
        "upbit1w|XRP"
      ],
      "excluded": [
        {
          "key": "upbit1w|SUI",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        }
      ],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7830785312899855,
        "0.01": 0.7449827666406311,
        "0.1": 0.7109573393323448
      },
      "folds": [
        {
          "period": [
            "2024-01-01",
            "2025-01-01"
          ],
          "n": 623,
          "baseline": {
            "n": 620,
            "balancedAccuracy": 49.51320338206506,
            "accuracy": 49.274193548387096,
            "flatOutcomePct": 0.4815409309791332,
            "coveragePct": 39.19354838709677,
            "signalCount": 243,
            "signalAccuracy": 45.267489711934154,
            "entries": 53,
            "entryAccuracy": 39.62264150943396,
            "falseDirectionEntries": 32
          },
          "candidate": {
            "n": 620,
            "balancedAccuracy": 48.34853596567954,
            "accuracy": 48.38709677419355,
            "flatOutcomePct": 0.4815409309791332,
            "coveragePct": 67.41935483870968,
            "signalCount": 418,
            "signalAccuracy": 47.12918660287082,
            "entries": 305,
            "entryAccuracy": 48.01324503311258,
            "falseDirectionEntries": 157
          },
          "balancedGainPP": -1.1646674163855195,
          "entryRatio": 5.754716981132075,
          "naive": {
            "last_reversal": {
              "n": 620,
              "balancedAccuracy": 50.72837269357324,
              "accuracy": 50.7258064516129,
              "flatOutcomePct": 0.4815409309791332,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 620,
              "balancedAccuracy": 49.27162730642676,
              "accuracy": 49.274193548387096,
              "flatOutcomePct": 0.4815409309791332,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 620,
              "balancedAccuracy": 49.420529801324506,
              "accuracy": 49.435483870967744,
              "flatOutcomePct": 0.4815409309791332,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -9.993901243650875,
            "high": 5.677838237371082
          },
          "familyAdjustedCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -15.395199022588752,
            "high": 6.299060974200401
          },
          "heldOut": [
            {
              "n": 100,
              "balancedAccuracy": 51.64592533119229,
              "accuracy": 52,
              "flatOutcomePct": 0,
              "coveragePct": 37,
              "signalCount": 37,
              "signalAccuracy": 43.24324324324324,
              "entries": 13,
              "entryAccuracy": 46.15384615384615,
              "falseDirectionEntries": 7
            },
            {
              "n": 100,
              "balancedAccuracy": 39.181051786431155,
              "accuracy": 40,
              "flatOutcomePct": 0,
              "coveragePct": 65,
              "signalCount": 65,
              "signalAccuracy": 43.07692307692308,
              "entries": 52,
              "entryAccuracy": 40.38461538461539,
              "falseDirectionEntries": 31
            }
          ],
          "latency": [
            {
              "turns": 20,
              "missed": 14,
              "meanPenalized": 5.45,
              "medianPenalized": 7,
              "matchedMean": 1.8333333333333333,
              "matchedMedian": 2.5
            },
            {
              "turns": 20,
              "missed": 0,
              "meanPenalized": -0.7,
              "medianPenalized": -1,
              "matchedMean": -0.7,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 3,
            "blockDays": 84,
            "low": -6.666666666666667,
            "high": -5.75
          },
          "failedChecks": [
            "insufficient_independent_time_blocks",
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 1343,
          "baseline": {
            "n": 1338,
            "balancedAccuracy": 50.89313044880257,
            "accuracy": 54.521674140508225,
            "flatOutcomePct": 0.37230081906180196,
            "coveragePct": 46.41255605381166,
            "signalCount": 621,
            "signalAccuracy": 54.589371980676326,
            "entries": 96,
            "entryAccuracy": 53.125,
            "falseDirectionEntries": 45
          },
          "candidate": {
            "n": 1338,
            "balancedAccuracy": 50.99968221403353,
            "accuracy": 50.63527653213752,
            "flatOutcomePct": 0.37230081906180196,
            "coveragePct": 60.1644245142003,
            "signalCount": 805,
            "signalAccuracy": 48.94409937888199,
            "entries": 570,
            "entryAccuracy": 51.66959578207382,
            "falseDirectionEntries": 275
          },
          "balancedGainPP": 0.10655176523095378,
          "entryRatio": 5.9375,
          "naive": {
            "last_reversal": {
              "n": 1338,
              "balancedAccuracy": 54.68751825516811,
              "accuracy": 52.50373692077728,
              "flatOutcomePct": 0.37230081906180196,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1338,
              "balancedAccuracy": 45.31248174483189,
              "accuracy": 47.49626307922272,
              "flatOutcomePct": 0.37230081906180196,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1338,
              "balancedAccuracy": 49.11709244533965,
              "accuracy": 52.01793721973094,
              "flatOutcomePct": 0.37230081906180196,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -6.637151299581853,
            "high": 5.2469069854558805
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -11.29012134246374,
            "high": 6.6370208707849105
          },
          "heldOut": [
            {
              "n": 171,
              "balancedAccuracy": 52.5,
              "accuracy": 53.216374269005854,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 38.59649122807017,
              "signalCount": 66,
              "signalAccuracy": 43.93939393939394,
              "entries": 10,
              "entryAccuracy": 50,
              "falseDirectionEntries": 5
            },
            {
              "n": 171,
              "balancedAccuracy": 52.27645305514158,
              "accuracy": 51.75438596491229,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 63.74269005847953,
              "signalCount": 109,
              "signalAccuracy": 52.293577981651374,
              "entries": 80,
              "entryAccuracy": 57.49999999999999,
              "falseDirectionEntries": 34
            }
          ],
          "latency": [
            {
              "turns": 53,
              "missed": 31,
              "meanPenalized": 4.830188679245283,
              "medianPenalized": 7,
              "matchedMean": 1.7727272727272727,
              "matchedMedian": 3
            },
            {
              "turns": 53,
              "missed": 1,
              "meanPenalized": 0.6981132075471698,
              "medianPenalized": 1,
              "matchedMean": 0.5769230769230769,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -4.888888888888889,
            "high": -3.315068493150685
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "upbit1w/3": {
      "status": "evaluated",
      "assets": 17,
      "symbols": [
        "upbit1w|ADA",
        "upbit1w|AVAX",
        "upbit1w|BCH",
        "upbit1w|BTC",
        "upbit1w|DOGE",
        "upbit1w|ETC",
        "upbit1w|ETH",
        "upbit1w|IOTA",
        "upbit1w|LINK",
        "upbit1w|NEAR",
        "upbit1w|NEO",
        "upbit1w|QTUM",
        "upbit1w|SOL",
        "upbit1w|TRX",
        "upbit1w|VET",
        "upbit1w|XLM",
        "upbit1w|XRP"
      ],
      "heldOutSymbols": [
        "upbit1w|XLM",
        "upbit1w|XRP"
      ],
      "excluded": [
        {
          "key": "upbit1w|SUI",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        }
      ],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.8570747971545805,
        "0.01": 0.7611592359599972,
        "0.1": 0.7186705496070623
      },
      "folds": [
        {
          "period": [
            "2024-01-01",
            "2025-01-01"
          ],
          "n": 623,
          "baseline": {
            "n": 622,
            "balancedAccuracy": 48.18083126550869,
            "accuracy": 48.151125401929264,
            "flatOutcomePct": 0.16051364365971107,
            "coveragePct": 39.067524115755624,
            "signalCount": 243,
            "signalAccuracy": 44.8559670781893,
            "entries": 53,
            "entryAccuracy": 45.28301886792453,
            "falseDirectionEntries": 29
          },
          "candidate": {
            "n": 622,
            "balancedAccuracy": 45.3670388751034,
            "accuracy": 45.2572347266881,
            "flatOutcomePct": 0.16051364365971107,
            "coveragePct": 75.40192926045016,
            "signalCount": 469,
            "signalAccuracy": 44.136460554371006,
            "entries": 120,
            "entryAccuracy": 52.5,
            "falseDirectionEntries": 57
          },
          "balancedGainPP": -2.8137923904052897,
          "entryRatio": 2.2641509433962264,
          "naive": {
            "last_reversal": {
              "n": 622,
              "balancedAccuracy": 51.52760545905707,
              "accuracy": 51.527331189710615,
              "flatOutcomePct": 0.16051364365971107,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 622,
              "balancedAccuracy": 48.47239454094293,
              "accuracy": 48.472668810289385,
              "flatOutcomePct": 0.16051364365971107,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 622,
              "balancedAccuracy": 48.63058312655087,
              "accuracy": 48.633440514469456,
              "flatOutcomePct": 0.16051364365971107,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -8.519888739153112,
            "high": 4.444574958031723
          },
          "familyAdjustedCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -12.014978622770531,
            "high": 9.269899992480637
          },
          "heldOut": [
            {
              "n": 100,
              "balancedAccuracy": 44.34343434343434,
              "accuracy": 45,
              "flatOutcomePct": 0,
              "coveragePct": 37,
              "signalCount": 37,
              "signalAccuracy": 40.54054054054054,
              "entries": 13,
              "entryAccuracy": 53.84615384615385,
              "falseDirectionEntries": 6
            },
            {
              "n": 100,
              "balancedAccuracy": 48.98989898989899,
              "accuracy": 47,
              "flatOutcomePct": 0,
              "coveragePct": 64,
              "signalCount": 64,
              "signalAccuracy": 48.4375,
              "entries": 30,
              "entryAccuracy": 50,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 20,
              "missed": 14,
              "meanPenalized": 5.45,
              "medianPenalized": 7,
              "matchedMean": 1.8333333333333333,
              "matchedMedian": 2.5
            },
            {
              "turns": 20,
              "missed": 10,
              "meanPenalized": 3.55,
              "medianPenalized": 6,
              "matchedMean": 0.1,
              "matchedMedian": -0.5
            }
          ],
          "penalizedDelayCI": {
            "blocks": 3,
            "blockDays": 84,
            "low": -4.75,
            "high": -0.1
          },
          "failedChecks": [
            "insufficient_independent_time_blocks",
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 1343,
          "baseline": {
            "n": 1339,
            "balancedAccuracy": 48.724076281287246,
            "accuracy": 53.21135175504108,
            "flatOutcomePct": 0.29784065524944153,
            "coveragePct": 46.52725914861837,
            "signalCount": 623,
            "signalAccuracy": 50.88282504012841,
            "entries": 96,
            "entryAccuracy": 59.375,
            "falseDirectionEntries": 39
          },
          "candidate": {
            "n": 1339,
            "balancedAccuracy": 50.0888557806913,
            "accuracy": 50.89619118745332,
            "flatOutcomePct": 0.29784065524944153,
            "coveragePct": 52.27781926811053,
            "signalCount": 700,
            "signalAccuracy": 51.142857142857146,
            "entries": 401,
            "entryAccuracy": 49.87468671679198,
            "falseDirectionEntries": 200
          },
          "balancedGainPP": 1.364779499404051,
          "entryRatio": 4.177083333333333,
          "naive": {
            "last_reversal": {
              "n": 1339,
              "balancedAccuracy": 50.88998808104886,
              "accuracy": 48.43166542195668,
              "flatOutcomePct": 0.29784065524944153,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1339,
              "balancedAccuracy": 49.11001191895114,
              "accuracy": 51.56833457804332,
              "flatOutcomePct": 0.29784065524944153,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1339,
              "balancedAccuracy": 48.92663885578069,
              "accuracy": 52.42718446601942,
              "flatOutcomePct": 0.29784065524944153,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -9.222744493003136,
            "high": 12.688879667443786
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -14.841931442928908,
            "high": 18.43310936589907
          },
          "heldOut": [
            {
              "n": 171,
              "balancedAccuracy": 48.222801788375556,
              "accuracy": 49.122807017543856,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 38.01169590643275,
              "signalCount": 65,
              "signalAccuracy": 35.38461538461539,
              "entries": 10,
              "entryAccuracy": 50,
              "falseDirectionEntries": 5
            },
            {
              "n": 171,
              "balancedAccuracy": 48.941877794336804,
              "accuracy": 52.63157894736842,
              "flatOutcomePct": 0.5813953488372093,
              "coveragePct": 53.80116959064327,
              "signalCount": 92,
              "signalAccuracy": 48.91304347826087,
              "entries": 49,
              "entryAccuracy": 44.89795918367347,
              "falseDirectionEntries": 27
            }
          ],
          "latency": [
            {
              "turns": 53,
              "missed": 31,
              "meanPenalized": 4.830188679245283,
              "medianPenalized": 7,
              "matchedMean": 1.7727272727272727,
              "matchedMedian": 3
            },
            {
              "turns": 53,
              "missed": 6,
              "meanPenalized": 1.5849056603773586,
              "medianPenalized": 2,
              "matchedMean": 0.8936170212765957,
              "matchedMedian": 2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -4.461538461538462,
            "high": -1.65625
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "upbit1w/5": {
      "status": "evaluated",
      "assets": 17,
      "symbols": [
        "upbit1w|ADA",
        "upbit1w|AVAX",
        "upbit1w|BCH",
        "upbit1w|BTC",
        "upbit1w|DOGE",
        "upbit1w|ETC",
        "upbit1w|ETH",
        "upbit1w|IOTA",
        "upbit1w|LINK",
        "upbit1w|NEAR",
        "upbit1w|NEO",
        "upbit1w|QTUM",
        "upbit1w|SOL",
        "upbit1w|TRX",
        "upbit1w|VET",
        "upbit1w|XLM",
        "upbit1w|XRP"
      ],
      "heldOutSymbols": [
        "upbit1w|XLM",
        "upbit1w|XRP"
      ],
      "excluded": [
        {
          "key": "upbit1w|SUI",
          "reason": "fewer_than_220_bars_or_invalid_OHLCV",
          "n": 179
        }
      ],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.9217862513225351,
        "0.01": 0.8109819069045687,
        "0.1": 0.7296795188816637
      },
      "folds": [
        {
          "period": [
            "2024-01-01",
            "2025-01-01"
          ],
          "n": 597,
          "baseline": {
            "n": 597,
            "balancedAccuracy": 50.27330070934721,
            "accuracy": 50.33500837520938,
            "flatOutcomePct": 0,
            "coveragePct": 38.69346733668342,
            "signalCount": 231,
            "signalAccuracy": 43.722943722943725,
            "entries": 52,
            "entryAccuracy": 40.38461538461539,
            "falseDirectionEntries": 31
          },
          "candidate": {
            "n": 597,
            "balancedAccuracy": 41.341923318667504,
            "accuracy": 41.541038525963145,
            "flatOutcomePct": 0,
            "coveragePct": 74.37185929648241,
            "signalCount": 444,
            "signalAccuracy": 41.891891891891895,
            "entries": 148,
            "entryAccuracy": 45.27027027027027,
            "falseDirectionEntries": 81
          },
          "balancedGainPP": -8.931377390679707,
          "entryRatio": 2.8461538461538463,
          "naive": {
            "last_reversal": {
              "n": 597,
              "balancedAccuracy": 49.65093831372901,
              "accuracy": 49.66499162479062,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 597,
              "balancedAccuracy": 50.34906168627099,
              "accuracy": 50.33500837520938,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 597,
              "balancedAccuracy": 52.03544491335189,
              "accuracy": 52.01005025125628,
              "flatOutcomePct": 0,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -18.753345950786052,
            "high": 4.115879783568854
          },
          "familyAdjustedCI": {
            "blocks": 5,
            "blockDays": 84,
            "low": -24.934282029122148,
            "high": 11.967525844423212
          },
          "heldOut": [
            {
              "n": 96,
              "balancedAccuracy": 39.17960088691796,
              "accuracy": 40.625,
              "flatOutcomePct": 0,
              "coveragePct": 34.375,
              "signalCount": 33,
              "signalAccuracy": 30.303030303030305,
              "entries": 13,
              "entryAccuracy": 46.15384615384615,
              "falseDirectionEntries": 7
            },
            {
              "n": 96,
              "balancedAccuracy": 50.54323725055433,
              "accuracy": 46.35416666666667,
              "flatOutcomePct": 0,
              "coveragePct": 70.83333333333334,
              "signalCount": 68,
              "signalAccuracy": 48.529411764705884,
              "entries": 32,
              "entryAccuracy": 46.875,
              "falseDirectionEntries": 17
            }
          ],
          "latency": [
            {
              "turns": 20,
              "missed": 14,
              "meanPenalized": 5.45,
              "medianPenalized": 7,
              "matchedMean": 1.8333333333333333,
              "matchedMedian": 2.5
            },
            {
              "turns": 20,
              "missed": 8,
              "meanPenalized": 2.6,
              "medianPenalized": 1,
              "matchedMean": -0.3333333333333333,
              "matchedMedian": -0.5
            }
          ],
          "penalizedDelayCI": {
            "blocks": 3,
            "blockDays": 84,
            "low": -5,
            "high": -1.2
          },
          "failedChecks": [
            "insufficient_independent_time_blocks",
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "more_than_2x_alerts",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 1343,
          "baseline": {
            "n": 1339,
            "balancedAccuracy": 47.9974861042741,
            "accuracy": 52.61389096340553,
            "flatOutcomePct": 0.29784065524944153,
            "coveragePct": 46.452576549663924,
            "signalCount": 622,
            "signalAccuracy": 47.42765273311897,
            "entries": 96,
            "entryAccuracy": 58.333333333333336,
            "falseDirectionEntries": 40
          },
          "candidate": {
            "n": 1339,
            "balancedAccuracy": 55.62042086246697,
            "accuracy": 56.1613144137416,
            "flatOutcomePct": 0.29784065524944153,
            "coveragePct": 59.297983569828226,
            "signalCount": 794,
            "signalAccuracy": 57.304785894206546,
            "entries": 280,
            "entryAccuracy": 59.352517985611506,
            "falseDirectionEntries": 113
          },
          "balancedGainPP": 7.622934758192869,
          "entryRatio": 2.9166666666666665,
          "naive": {
            "last_reversal": {
              "n": 1339,
              "balancedAccuracy": 49.01786012990054,
              "accuracy": 46.63928304705004,
              "flatOutcomePct": 0.29784065524944153,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 1339,
              "balancedAccuracy": 50.98213987009945,
              "accuracy": 53.36071695294996,
              "flatOutcomePct": 0.29784065524944153,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 1339,
              "balancedAccuracy": 50.11822717779359,
              "accuracy": 53.62210604929052,
              "flatOutcomePct": 0.29784065524944153,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -7.934832119351364,
            "high": 23.284956606648546
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -17.232375185171,
            "high": 33.48553526873498
          },
          "heldOut": [
            {
              "n": 170,
              "balancedAccuracy": 42.33428908753584,
              "accuracy": 44.70588235294118,
              "flatOutcomePct": 1.1627906976744187,
              "coveragePct": 38.23529411764706,
              "signalCount": 65,
              "signalAccuracy": 16.923076923076923,
              "entries": 10,
              "entryAccuracy": 30,
              "falseDirectionEntries": 7
            },
            {
              "n": 170,
              "balancedAccuracy": 48.448304941811436,
              "accuracy": 54.70588235294118,
              "flatOutcomePct": 1.1627906976744187,
              "coveragePct": 65.29411764705883,
              "signalCount": 111,
              "signalAccuracy": 52.25225225225225,
              "entries": 35,
              "entryAccuracy": 41.17647058823529,
              "falseDirectionEntries": 20
            }
          ],
          "latency": [
            {
              "turns": 53,
              "missed": 31,
              "meanPenalized": 4.830188679245283,
              "medianPenalized": 7,
              "matchedMean": 1.7727272727272727,
              "matchedMedian": 3
            },
            {
              "turns": 53,
              "missed": 11,
              "meanPenalized": 2.6792452830188678,
              "medianPenalized": 3,
              "matchedMean": 1.5476190476190477,
              "matchedMedian": 2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -3.15,
            "high": -0.9711813186813223
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "more_than_2x_alerts"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "us1d/1": {
      "status": "evaluated",
      "assets": 42,
      "symbols": [
        "us1d|AAPL",
        "us1d|ABBV",
        "us1d|AMD",
        "us1d|AMZN",
        "us1d|ASML",
        "us1d|AVGO",
        "us1d|BAC",
        "us1d|BRK-B",
        "us1d|CAT",
        "us1d|COST",
        "us1d|CRM",
        "us1d|CSCO",
        "us1d|CVX",
        "us1d|DIS",
        "us1d|F",
        "us1d|GM",
        "us1d|GOOGL",
        "us1d|HD",
        "us1d|INTC",
        "us1d|JNJ",
        "us1d|JPM",
        "us1d|KO",
        "us1d|META",
        "us1d|MSFT",
        "us1d|MU",
        "us1d|NFLX",
        "us1d|NKE",
        "us1d|NVDA",
        "us1d|ORCL",
        "us1d|PEP",
        "us1d|PFE",
        "us1d|PG",
        "us1d|QCOM",
        "us1d|TGT",
        "us1d|TSLA",
        "us1d|TSM",
        "us1d|TXN",
        "us1d|UNH",
        "us1d|UPS",
        "us1d|V",
        "us1d|WMT",
        "us1d|XOM"
      ],
      "heldOutSymbols": [
        "us1d|WMT",
        "us1d|XOM"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6939545851153219,
        "0.01": 0.6936721013350472,
        "0.1": 0.6933205582535231
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 10374,
          "baseline": {
            "n": 10338,
            "balancedAccuracy": 49.211672125938755,
            "accuracy": 49.54053008318824,
            "flatOutcomePct": 0.3470213996529786,
            "coveragePct": 40.57844844263881,
            "signalCount": 4195,
            "signalAccuracy": 48.82002383790226,
            "entries": 754,
            "entryAccuracy": 46.524064171122994,
            "falseDirectionEntries": 400
          },
          "candidate": {
            "n": 10338,
            "balancedAccuracy": 49.83266307466885,
            "accuracy": 50.14509576320372,
            "flatOutcomePct": 0.3470213996529786,
            "coveragePct": 7.970593925324048,
            "signalCount": 824,
            "signalAccuracy": 49.029126213592235,
            "entries": 562,
            "entryAccuracy": 50.357142857142854,
            "falseDirectionEntries": 278
          },
          "balancedGainPP": 0.6209909487300962,
          "entryRatio": 0.7453580901856764,
          "naive": {
            "last_reversal": {
              "n": 10338,
              "balancedAccuracy": 51.10359558160843,
              "accuracy": 50.952795511704394,
              "flatOutcomePct": 0.3470213996529786,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 10338,
              "balancedAccuracy": 48.89640441839156,
              "accuracy": 49.04720448829561,
              "flatOutcomePct": 0.3470213996529786,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 10338,
              "balancedAccuracy": 50.41570327307061,
              "accuracy": 50.62391178177597,
              "flatOutcomePct": 0.3470213996529786,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -0.911390827538533,
            "high": 2.390724754564414
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.9364364690183422,
            "high": 3.7900827928124294
          },
          "heldOut": [
            {
              "n": 492,
              "balancedAccuracy": 49.489320646749626,
              "accuracy": 50.20325203252033,
              "flatOutcomePct": 0.4048582995951417,
              "coveragePct": 34.34959349593496,
              "signalCount": 169,
              "signalAccuracy": 49.112426035502956,
              "entries": 36,
              "entryAccuracy": 54.285714285714285,
              "falseDirectionEntries": 16
            },
            {
              "n": 492,
              "balancedAccuracy": 49.59910839044514,
              "accuracy": 50.609756097560975,
              "flatOutcomePct": 0.4048582995951417,
              "coveragePct": 4.471544715447155,
              "signalCount": 22,
              "signalAccuracy": 50,
              "entries": 18,
              "entryAccuracy": 55.55555555555556,
              "falseDirectionEntries": 8
            }
          ],
          "latency": [
            {
              "turns": 544,
              "missed": 382,
              "meanPenalized": 5.6213235294117645,
              "medianPenalized": 7,
              "matchedMean": 2.3703703703703702,
              "matchedMedian": 3
            },
            {
              "turns": 544,
              "missed": 472,
              "meanPenalized": 6.204044117647059,
              "medianPenalized": 7,
              "matchedMean": 0.9861111111111112,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": 0.2239288158795346,
            "high": 0.870631230471656
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 7556,
          "baseline": {
            "n": 7539,
            "balancedAccuracy": 50.089186302481814,
            "accuracy": 50.119379228014324,
            "flatOutcomePct": 0.2249867654843833,
            "coveragePct": 40.522615731529385,
            "signalCount": 3055,
            "signalAccuracy": 50.83469721767594,
            "entries": 498,
            "entryAccuracy": 50.10060362173038,
            "falseDirectionEntries": 248
          },
          "candidate": {
            "n": 7539,
            "balancedAccuracy": 49.61313536397908,
            "accuracy": 49.73471282663483,
            "flatOutcomePct": 0.2249867654843833,
            "coveragePct": 8.873855949064863,
            "signalCount": 669,
            "signalAccuracy": 47.98206278026906,
            "entries": 524,
            "entryAccuracy": 46.83301343570058,
            "falseDirectionEntries": 277
          },
          "balancedGainPP": -0.4760509385027305,
          "entryRatio": 1.0522088353413654,
          "naive": {
            "last_reversal": {
              "n": 7539,
              "balancedAccuracy": 49.938275941244385,
              "accuracy": 49.93367820665871,
              "flatOutcomePct": 0.2249867654843833,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 7539,
              "balancedAccuracy": 50.061724058755615,
              "accuracy": 50.066321793341295,
              "flatOutcomePct": 0.2249867654843833,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 7539,
              "balancedAccuracy": 49.51085847895983,
              "accuracy": 49.52911526727683,
              "flatOutcomePct": 0.2249867654843833,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.146163268635744,
            "high": 1.249401452688689
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.1236019742901777,
            "high": 2.167779380421579
          },
          "heldOut": [
            {
              "n": 374,
              "balancedAccuracy": 49.40229885057471,
              "accuracy": 50,
              "flatOutcomePct": 0.5319148936170213,
              "coveragePct": 39.839572192513366,
              "signalCount": 149,
              "signalAccuracy": 51.67785234899329,
              "entries": 22,
              "entryAccuracy": 63.63636363636363,
              "falseDirectionEntries": 8
            },
            {
              "n": 374,
              "balancedAccuracy": 49.57902298850574,
              "accuracy": 50.668449197860966,
              "flatOutcomePct": 0.5319148936170213,
              "coveragePct": 10.16042780748663,
              "signalCount": 38,
              "signalAccuracy": 44.73684210526316,
              "entries": 30,
              "entryAccuracy": 53.333333333333336,
              "falseDirectionEntries": 14
            }
          ],
          "latency": [
            {
              "turns": 392,
              "missed": 297,
              "meanPenalized": 5.836734693877551,
              "medianPenalized": 7,
              "matchedMean": 2.2,
              "matchedMedian": 3
            },
            {
              "turns": 392,
              "missed": 312,
              "meanPenalized": 5.678571428571429,
              "medianPenalized": 7,
              "matchedMean": 0.525,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.390377952946005,
            "high": 0.07474691018746836
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "us1d/3": {
      "status": "evaluated",
      "assets": 42,
      "symbols": [
        "us1d|AAPL",
        "us1d|ABBV",
        "us1d|AMD",
        "us1d|AMZN",
        "us1d|ASML",
        "us1d|AVGO",
        "us1d|BAC",
        "us1d|BRK-B",
        "us1d|CAT",
        "us1d|COST",
        "us1d|CRM",
        "us1d|CSCO",
        "us1d|CVX",
        "us1d|DIS",
        "us1d|F",
        "us1d|GM",
        "us1d|GOOGL",
        "us1d|HD",
        "us1d|INTC",
        "us1d|JNJ",
        "us1d|JPM",
        "us1d|KO",
        "us1d|META",
        "us1d|MSFT",
        "us1d|MU",
        "us1d|NFLX",
        "us1d|NKE",
        "us1d|NVDA",
        "us1d|ORCL",
        "us1d|PEP",
        "us1d|PFE",
        "us1d|PG",
        "us1d|QCOM",
        "us1d|TGT",
        "us1d|TSLA",
        "us1d|TSM",
        "us1d|TXN",
        "us1d|UNH",
        "us1d|UPS",
        "us1d|V",
        "us1d|WMT",
        "us1d|XOM"
      ],
      "heldOutSymbols": [
        "us1d|WMT",
        "us1d|XOM"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6952672273231908,
        "0.01": 0.6949141179523093,
        "0.1": 0.6941432605768956
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 10374,
          "baseline": {
            "n": 10353,
            "balancedAccuracy": 49.0627182157567,
            "accuracy": 49.575002414759005,
            "flatOutcomePct": 0.20242914979757085,
            "coveragePct": 40.57761035448662,
            "signalCount": 4201,
            "signalAccuracy": 47.79814329921447,
            "entries": 754,
            "entryAccuracy": 48.8681757656458,
            "falseDirectionEntries": 384
          },
          "candidate": {
            "n": 10353,
            "balancedAccuracy": 49.674226053931356,
            "accuracy": 50.173862648507686,
            "flatOutcomePct": 0.20242914979757085,
            "coveragePct": 10.818120351588911,
            "signalCount": 1120,
            "signalAccuracy": 50.357142857142854,
            "entries": 736,
            "entryAccuracy": 48.63760217983651,
            "falseDirectionEntries": 377
          },
          "balancedGainPP": 0.6115078381746528,
          "entryRatio": 0.9761273209549072,
          "naive": {
            "last_reversal": {
              "n": 10353,
              "balancedAccuracy": 49.65581680131262,
              "accuracy": 49.42528735632184,
              "flatOutcomePct": 0.20242914979757085,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 10353,
              "balancedAccuracy": 50.34418319868739,
              "accuracy": 50.57471264367817,
              "flatOutcomePct": 0.20242914979757085,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 10353,
              "balancedAccuracy": 50.20280626590852,
              "accuracy": 50.52641746353714,
              "flatOutcomePct": 0.20242914979757085,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -1.7881287668472743,
            "high": 2.8091886705123272
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -3.9406068148824787,
            "high": 4.004538393871786
          },
          "heldOut": [
            {
              "n": 493,
              "balancedAccuracy": 43.14786585365854,
              "accuracy": 44.827586206896555,
              "flatOutcomePct": 0.20242914979757085,
              "coveragePct": 34.27991886409736,
              "signalCount": 169,
              "signalAccuracy": 41.42011834319527,
              "entries": 36,
              "entryAccuracy": 52.77777777777778,
              "falseDirectionEntries": 17
            },
            {
              "n": 493,
              "balancedAccuracy": 46.554031165311656,
              "accuracy": 48.478701825557806,
              "flatOutcomePct": 0.20242914979757085,
              "coveragePct": 8.72210953346856,
              "signalCount": 43,
              "signalAccuracy": 51.162790697674424,
              "entries": 28,
              "entryAccuracy": 57.14285714285714,
              "falseDirectionEntries": 12
            }
          ],
          "latency": [
            {
              "turns": 544,
              "missed": 382,
              "meanPenalized": 5.6213235294117645,
              "medianPenalized": 7,
              "matchedMean": 2.3703703703703702,
              "matchedMedian": 3
            },
            {
              "turns": 544,
              "missed": 425,
              "meanPenalized": 5.775735294117647,
              "medianPenalized": 7,
              "matchedMean": 1.403361344537815,
              "matchedMedian": 2
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": -0.10081197525408749,
            "high": 0.38040647081639867
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 7556,
          "baseline": {
            "n": 7548,
            "balancedAccuracy": 51.03687102338793,
            "accuracy": 51.112877583465824,
            "flatOutcomePct": 0.10587612493382743,
            "coveragePct": 40.55378908320085,
            "signalCount": 3061,
            "signalAccuracy": 52.041816399869326,
            "entries": 498,
            "entryAccuracy": 53.31991951710262,
            "falseDirectionEntries": 232
          },
          "candidate": {
            "n": 7548,
            "balancedAccuracy": 49.78324020367451,
            "accuracy": 50.11923688394276,
            "flatOutcomePct": 0.10587612493382743,
            "coveragePct": 10.638579756226815,
            "signalCount": 803,
            "signalAccuracy": 51.30759651307597,
            "entries": 552,
            "entryAccuracy": 50,
            "falseDirectionEntries": 276
          },
          "balancedGainPP": -1.2536308197134218,
          "entryRatio": 1.108433734939759,
          "naive": {
            "last_reversal": {
              "n": 7548,
              "balancedAccuracy": 50.73330469535413,
              "accuracy": 50.72204557498675,
              "flatOutcomePct": 0.10587612493382743,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 7548,
              "balancedAccuracy": 49.26669530464588,
              "accuracy": 49.27795442501325,
              "flatOutcomePct": 0.10587612493382743,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 7548,
              "balancedAccuracy": 49.887814277457046,
              "accuracy": 49.933757286698466,
              "flatOutcomePct": 0.10587612493382743,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.9519519149856865,
            "high": 0.4403485389675076
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -4.026572929123426,
            "high": 1.6217975028700555
          },
          "heldOut": [
            {
              "n": 376,
              "balancedAccuracy": 49.38938333477347,
              "accuracy": 50.53191489361703,
              "flatOutcomePct": 0,
              "coveragePct": 39.62765957446808,
              "signalCount": 149,
              "signalAccuracy": 49.664429530201346,
              "entries": 22,
              "entryAccuracy": 54.54545454545454,
              "falseDirectionEntries": 10
            },
            {
              "n": 376,
              "balancedAccuracy": 50.11521069155218,
              "accuracy": 52.659574468085104,
              "flatOutcomePct": 0,
              "coveragePct": 10.904255319148938,
              "signalCount": 41,
              "signalAccuracy": 43.90243902439025,
              "entries": 31,
              "entryAccuracy": 45.16129032258064,
              "falseDirectionEntries": 17
            }
          ],
          "latency": [
            {
              "turns": 392,
              "missed": 297,
              "meanPenalized": 5.836734693877551,
              "medianPenalized": 7,
              "matchedMean": 2.2,
              "matchedMedian": 3
            },
            {
              "turns": 392,
              "missed": 303,
              "meanPenalized": 5.676020408163265,
              "medianPenalized": 7,
              "matchedMean": 1.1685393258426966,
              "matchedMedian": 1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.4800069605568445,
            "high": 0.13441265623830545
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "us1d/5": {
      "status": "evaluated",
      "assets": 42,
      "symbols": [
        "us1d|AAPL",
        "us1d|ABBV",
        "us1d|AMD",
        "us1d|AMZN",
        "us1d|ASML",
        "us1d|AVGO",
        "us1d|BAC",
        "us1d|BRK-B",
        "us1d|CAT",
        "us1d|COST",
        "us1d|CRM",
        "us1d|CSCO",
        "us1d|CVX",
        "us1d|DIS",
        "us1d|F",
        "us1d|GM",
        "us1d|GOOGL",
        "us1d|HD",
        "us1d|INTC",
        "us1d|JNJ",
        "us1d|JPM",
        "us1d|KO",
        "us1d|META",
        "us1d|MSFT",
        "us1d|MU",
        "us1d|NFLX",
        "us1d|NKE",
        "us1d|NVDA",
        "us1d|ORCL",
        "us1d|PEP",
        "us1d|PFE",
        "us1d|PG",
        "us1d|QCOM",
        "us1d|TGT",
        "us1d|TSLA",
        "us1d|TSM",
        "us1d|TXN",
        "us1d|UNH",
        "us1d|UPS",
        "us1d|V",
        "us1d|WMT",
        "us1d|XOM"
      ],
      "heldOutSymbols": [
        "us1d|WMT",
        "us1d|XOM"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6958418086544891,
        "0.01": 0.6951967693637608,
        "0.1": 0.6944048253304749
      },
      "folds": [
        {
          "period": [
            "2025-01-01",
            "2026-01-01"
          ],
          "n": 10290,
          "baseline": {
            "n": 10280,
            "balancedAccuracy": 49.370317983429395,
            "accuracy": 49.91731517509728,
            "flatOutcomePct": 0.09718172983479105,
            "coveragePct": 40.65175097276265,
            "signalCount": 4179,
            "signalAccuracy": 48.38478104809763,
            "entries": 752,
            "entryAccuracy": 49.734042553191486,
            "falseDirectionEntries": 378
          },
          "candidate": {
            "n": 10280,
            "balancedAccuracy": 48.55513052142716,
            "accuracy": 49.05155642023346,
            "flatOutcomePct": 0.09718172983479105,
            "coveragePct": 10.029182879377432,
            "signalCount": 1031,
            "signalAccuracy": 47.429679922405434,
            "entries": 666,
            "entryAccuracy": 48.4984984984985,
            "falseDirectionEntries": 343
          },
          "balancedGainPP": -0.8151874620022355,
          "entryRatio": 0.8856382978723404,
          "naive": {
            "last_reversal": {
              "n": 10280,
              "balancedAccuracy": 50.036873937613514,
              "accuracy": 49.80058365758755,
              "flatOutcomePct": 0.09718172983479105,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 10280,
              "balancedAccuracy": 49.96312606238648,
              "accuracy": 50.19941634241245,
              "flatOutcomePct": 0.09718172983479105,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 10280,
              "balancedAccuracy": 49.75266258748433,
              "accuracy": 50.09727626459144,
              "flatOutcomePct": 0.09718172983479105,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -2.7117492661454534,
            "high": 1.1040909975466358
          },
          "familyAdjustedCI": {
            "blocks": 14,
            "blockDays": 28,
            "low": -4.352282166895112,
            "high": 2.5956791278853864
          },
          "heldOut": [
            {
              "n": 490,
              "balancedAccuracy": 40,
              "accuracy": 41.224489795918366,
              "flatOutcomePct": 0,
              "coveragePct": 34.285714285714285,
              "signalCount": 168,
              "signalAccuracy": 34.523809523809526,
              "entries": 35,
              "entryAccuracy": 51.42857142857142,
              "falseDirectionEntries": 17
            },
            {
              "n": 490,
              "balancedAccuracy": 43.3107822410148,
              "accuracy": 44.285714285714285,
              "flatOutcomePct": 0,
              "coveragePct": 8.979591836734693,
              "signalCount": 44,
              "signalAccuracy": 38.63636363636363,
              "entries": 33,
              "entryAccuracy": 42.42424242424242,
              "falseDirectionEntries": 19
            }
          ],
          "latency": [
            {
              "turns": 541,
              "missed": 382,
              "meanPenalized": 5.630314232902033,
              "medianPenalized": 7,
              "matchedMean": 2.339622641509434,
              "matchedMedian": 3
            },
            {
              "turns": 541,
              "missed": 441,
              "meanPenalized": 6.101663585951941,
              "medianPenalized": 7,
              "matchedMean": 2.14,
              "matchedMedian": 3
            }
          ],
          "penalizedDelayCI": {
            "blocks": 13,
            "blockDays": 28,
            "low": 0.24842256903779897,
            "high": 0.6391273119295701
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2026-01-01",
            "2026-10-09"
          ],
          "n": 7556,
          "baseline": {
            "n": 7548,
            "balancedAccuracy": 50.61145189255755,
            "accuracy": 50.70217276099629,
            "flatOutcomePct": 0.10587612493382743,
            "coveragePct": 40.56703762586116,
            "signalCount": 3062,
            "signalAccuracy": 51.76355323318093,
            "entries": 498,
            "entryAccuracy": 52.31388329979879,
            "falseDirectionEntries": 237
          },
          "candidate": {
            "n": 7548,
            "balancedAccuracy": 49.80569785609685,
            "accuracy": 50.16560678325385,
            "flatOutcomePct": 0.10587612493382743,
            "coveragePct": 10.227874933757287,
            "signalCount": 772,
            "signalAccuracy": 51.03626943005182,
            "entries": 497,
            "entryAccuracy": 50.905432595573444,
            "falseDirectionEntries": 244
          },
          "balancedGainPP": -0.8057540364606979,
          "entryRatio": 0.9979919678714859,
          "naive": {
            "last_reversal": {
              "n": 7548,
              "balancedAccuracy": 50.750909626185425,
              "accuracy": 50.73529411764706,
              "flatOutcomePct": 0.10587612493382743,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 7548,
              "balancedAccuracy": 49.249090373814575,
              "accuracy": 49.26470588235294,
              "flatOutcomePct": 0.10587612493382743,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 7548,
              "balancedAccuracy": 49.05598004113472,
              "accuracy": 49.112347641759406,
              "flatOutcomePct": 0.10587612493382743,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -2.4605875830389135,
            "high": 0.8900769420802694
          },
          "familyAdjustedCI": {
            "blocks": 11,
            "blockDays": 28,
            "low": -3.45052826345777,
            "high": 2.0621996615685703
          },
          "heldOut": [
            {
              "n": 376,
              "balancedAccuracy": 49.89125457875458,
              "accuracy": 50.797872340425535,
              "flatOutcomePct": 0,
              "coveragePct": 39.62765957446808,
              "signalCount": 149,
              "signalAccuracy": 48.322147651006716,
              "entries": 22,
              "entryAccuracy": 54.54545454545454,
              "falseDirectionEntries": 10
            },
            {
              "n": 376,
              "balancedAccuracy": 49.00412087912088,
              "accuracy": 50.797872340425535,
              "flatOutcomePct": 0,
              "coveragePct": 9.574468085106384,
              "signalCount": 36,
              "signalAccuracy": 50,
              "entries": 27,
              "entryAccuracy": 48.148148148148145,
              "falseDirectionEntries": 14
            }
          ],
          "latency": [
            {
              "turns": 392,
              "missed": 297,
              "meanPenalized": 5.836734693877551,
              "medianPenalized": 7,
              "matchedMean": 2.2,
              "matchedMedian": 3
            },
            {
              "turns": 392,
              "missed": 320,
              "meanPenalized": 6.035714285714286,
              "medianPenalized": 7,
              "matchedMean": 1.75,
              "matchedMedian": 2.5
            }
          ],
          "penalizedDelayCI": {
            "blocks": 10,
            "blockDays": 28,
            "low": -0.19018775600986043,
            "high": 0.5542751208336141
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "coverage_loss",
            "turn_detection_gain_not_confirmed",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "us1w/1": {
      "status": "evaluated",
      "assets": 42,
      "symbols": [
        "us1w|AAPL",
        "us1w|ABBV",
        "us1w|AMD",
        "us1w|AMZN",
        "us1w|ASML",
        "us1w|AVGO",
        "us1w|BAC",
        "us1w|BRK-B",
        "us1w|CAT",
        "us1w|COST",
        "us1w|CRM",
        "us1w|CSCO",
        "us1w|CVX",
        "us1w|DIS",
        "us1w|F",
        "us1w|GM",
        "us1w|GOOGL",
        "us1w|HD",
        "us1w|INTC",
        "us1w|JNJ",
        "us1w|JPM",
        "us1w|KO",
        "us1w|META",
        "us1w|MSFT",
        "us1w|MU",
        "us1w|NFLX",
        "us1w|NKE",
        "us1w|NVDA",
        "us1w|ORCL",
        "us1w|PEP",
        "us1w|PFE",
        "us1w|PG",
        "us1w|QCOM",
        "us1w|TGT",
        "us1w|TSLA",
        "us1w|TSM",
        "us1w|TXN",
        "us1w|UNH",
        "us1w|UPS",
        "us1w|V",
        "us1w|WMT",
        "us1w|XOM"
      ],
      "heldOutSymbols": [
        "us1w|WMT",
        "us1w|XOM"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.6957606488367636,
        "0.01": 0.6921761825665753,
        "0.1": 0.6915459048269039
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 4284,
          "baseline": {
            "n": 4279,
            "balancedAccuracy": 50.141467663143956,
            "accuracy": 52.056555269922875,
            "flatOutcomePct": 0.11671335200746966,
            "coveragePct": 52.255199813040434,
            "signalCount": 2236,
            "signalAccuracy": 53.398926654740606,
            "entries": 330,
            "entryAccuracy": 55.15151515151515,
            "falseDirectionEntries": 148
          },
          "candidate": {
            "n": 4279,
            "balancedAccuracy": 50.30799322706837,
            "accuracy": 51.39051180182286,
            "flatOutcomePct": 0.11671335200746966,
            "coveragePct": 53.28347744800187,
            "signalCount": 2280,
            "signalAccuracy": 50.43859649122807,
            "entries": 965,
            "entryAccuracy": 49.68879668049793,
            "falseDirectionEntries": 485
          },
          "balancedGainPP": 0.16652556392441653,
          "entryRatio": 2.9242424242424243,
          "naive": {
            "last_reversal": {
              "n": 4279,
              "balancedAccuracy": 49.547194001673766,
              "accuracy": 48.924982472540314,
              "flatOutcomePct": 0.11671335200746966,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 4279,
              "balancedAccuracy": 50.45280599832622,
              "accuracy": 51.075017527459686,
              "flatOutcomePct": 0.11671335200746966,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 4279,
              "balancedAccuracy": 48.706233821840755,
              "accuracy": 49.64945080626315,
              "flatOutcomePct": 0.11671335200746966,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -2.264928275171356,
            "high": 2.475634278498568
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.201325210570858,
            "high": 4.3085977719032345
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 48.73628526645768,
              "accuracy": 52.69607843137255,
              "flatOutcomePct": 0,
              "coveragePct": 53.431372549019606,
              "signalCount": 109,
              "signalAccuracy": 53.21100917431193,
              "entries": 16,
              "entryAccuracy": 43.75,
              "falseDirectionEntries": 9
            },
            {
              "n": 204,
              "balancedAccuracy": 49.76489028213166,
              "accuracy": 52.69607843137255,
              "flatOutcomePct": 0,
              "coveragePct": 58.333333333333336,
              "signalCount": 119,
              "signalAccuracy": 52.94117647058824,
              "entries": 49,
              "entryAccuracy": 53.06122448979592,
              "falseDirectionEntries": 23
            }
          ],
          "latency": [
            {
              "turns": 217,
              "missed": 137,
              "meanPenalized": 5.23963133640553,
              "medianPenalized": 7,
              "matchedMean": 2.225,
              "matchedMedian": 3
            },
            {
              "turns": 217,
              "missed": 84,
              "meanPenalized": 2.8294930875576036,
              "medianPenalized": 3,
              "matchedMean": 0.19548872180451127,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -3.3222825256077053,
            "high": -1.6574250288350638
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 3612,
          "baseline": {
            "n": 3610,
            "balancedAccuracy": 49.10560865648063,
            "accuracy": 49.80609418282548,
            "flatOutcomePct": 0.05537098560354374,
            "coveragePct": 48.80886426592797,
            "signalCount": 1762,
            "signalAccuracy": 51.305334846765035,
            "entries": 266,
            "entryAccuracy": 50,
            "falseDirectionEntries": 133
          },
          "candidate": {
            "n": 3610,
            "balancedAccuracy": 48.738976832958635,
            "accuracy": 48.68421052631579,
            "flatOutcomePct": 0.05537098560354374,
            "coveragePct": 40.498614958448755,
            "signalCount": 1462,
            "signalAccuracy": 49.3844049247606,
            "entries": 749,
            "entryAccuracy": 49.13217623497997,
            "falseDirectionEntries": 381
          },
          "balancedGainPP": -0.36663182352199186,
          "entryRatio": 2.8157894736842106,
          "naive": {
            "last_reversal": {
              "n": 3610,
              "balancedAccuracy": 50.82357411704397,
              "accuracy": 50.581717451523545,
              "flatOutcomePct": 0.05537098560354374,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 3610,
              "balancedAccuracy": 49.17642588295602,
              "accuracy": 49.418282548476455,
              "flatOutcomePct": 0.05537098560354374,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 3610,
              "balancedAccuracy": 51.47903443055826,
              "accuracy": 51.8005540166205,
              "flatOutcomePct": 0.05537098560354374,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -2.8587807338427154,
            "high": 2.386933463799817
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.210947302469763,
            "high": 4.9625586434042255
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 48.462557523357965,
              "accuracy": 52.616279069767444,
              "flatOutcomePct": 0,
              "coveragePct": 51.162790697674424,
              "signalCount": 88,
              "signalAccuracy": 54.54545454545454,
              "entries": 14,
              "entryAccuracy": 50,
              "falseDirectionEntries": 7
            },
            {
              "n": 172,
              "balancedAccuracy": 50.42881048668247,
              "accuracy": 50.872093023255815,
              "flatOutcomePct": 0,
              "coveragePct": 42.44186046511628,
              "signalCount": 73,
              "signalAccuracy": 49.31506849315068,
              "entries": 44,
              "entryAccuracy": 40.909090909090914,
              "falseDirectionEntries": 26
            }
          ],
          "latency": [
            {
              "turns": 180,
              "missed": 120,
              "meanPenalized": 5.6722222222222225,
              "medianPenalized": 7,
              "matchedMean": 3.0166666666666666,
              "matchedMedian": 3.5
            },
            {
              "turns": 180,
              "missed": 85,
              "meanPenalized": 3.0444444444444443,
              "medianPenalized": 3,
              "matchedMean": -0.49473684210526314,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -3.7370892018779345,
            "high": -1.492063492063492
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "us1w/3": {
      "status": "evaluated",
      "assets": 42,
      "symbols": [
        "us1w|AAPL",
        "us1w|ABBV",
        "us1w|AMD",
        "us1w|AMZN",
        "us1w|ASML",
        "us1w|AVGO",
        "us1w|BAC",
        "us1w|BRK-B",
        "us1w|CAT",
        "us1w|COST",
        "us1w|CRM",
        "us1w|CSCO",
        "us1w|CVX",
        "us1w|DIS",
        "us1w|F",
        "us1w|GM",
        "us1w|GOOGL",
        "us1w|HD",
        "us1w|INTC",
        "us1w|JNJ",
        "us1w|JPM",
        "us1w|KO",
        "us1w|META",
        "us1w|MSFT",
        "us1w|MU",
        "us1w|NFLX",
        "us1w|NKE",
        "us1w|NVDA",
        "us1w|ORCL",
        "us1w|PEP",
        "us1w|PFE",
        "us1w|PG",
        "us1w|QCOM",
        "us1w|TGT",
        "us1w|TSLA",
        "us1w|TSM",
        "us1w|TXN",
        "us1w|UNH",
        "us1w|UPS",
        "us1w|V",
        "us1w|WMT",
        "us1w|XOM"
      ],
      "heldOutSymbols": [
        "us1w|WMT",
        "us1w|XOM"
      ],
      "excluded": [],
      "penalty": 0.1,
      "tuningLoss": {
        "0.0001": 0.7277716600646433,
        "0.01": 0.7201013410152852,
        "0.1": 0.7065681948112024
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 4284,
          "baseline": {
            "n": 4281,
            "balancedAccuracy": 49.391855712045746,
            "accuracy": 52.00887643074048,
            "flatOutcomePct": 0.0700280112044818,
            "coveragePct": 52.30086428404578,
            "signalCount": 2239,
            "signalAccuracy": 53.99732023224654,
            "entries": 330,
            "entryAccuracy": 55.45454545454545,
            "falseDirectionEntries": 147
          },
          "candidate": {
            "n": 4281,
            "balancedAccuracy": 48.75553716099892,
            "accuracy": 50.525578135949544,
            "flatOutcomePct": 0.0700280112044818,
            "coveragePct": 59.28521373510862,
            "signalCount": 2538,
            "signalAccuracy": 51.89125295508275,
            "entries": 583,
            "entryAccuracy": 50.25728987993139,
            "falseDirectionEntries": 290
          },
          "balancedGainPP": -0.636318551046827,
          "entryRatio": 1.7666666666666666,
          "naive": {
            "last_reversal": {
              "n": 4281,
              "balancedAccuracy": 50.86865155196815,
              "accuracy": 50,
              "flatOutcomePct": 0.0700280112044818,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 4281,
              "balancedAccuracy": 49.13134844803185,
              "accuracy": 50,
              "flatOutcomePct": 0.0700280112044818,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 4281,
              "balancedAccuracy": 47.803250417896834,
              "accuracy": 49.11235692595188,
              "flatOutcomePct": 0.0700280112044818,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.044623003383818,
            "high": 2.6803373114168823
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -6.407301771100463,
            "high": 5.090530917859268
          },
          "heldOut": [
            {
              "n": 204,
              "balancedAccuracy": 47.76710146370606,
              "accuracy": 53.18627450980392,
              "flatOutcomePct": 0,
              "coveragePct": 53.431372549019606,
              "signalCount": 109,
              "signalAccuracy": 56.88073394495413,
              "entries": 16,
              "entryAccuracy": 43.75,
              "falseDirectionEntries": 9
            },
            {
              "n": 204,
              "balancedAccuracy": 43.28139002290152,
              "accuracy": 47.30392156862745,
              "flatOutcomePct": 0,
              "coveragePct": 64.70588235294117,
              "signalCount": 132,
              "signalAccuracy": 53.78787878787878,
              "entries": 28,
              "entryAccuracy": 42.857142857142854,
              "falseDirectionEntries": 16
            }
          ],
          "latency": [
            {
              "turns": 217,
              "missed": 137,
              "meanPenalized": 5.23963133640553,
              "medianPenalized": 7,
              "matchedMean": 2.225,
              "matchedMedian": 3
            },
            {
              "turns": 217,
              "missed": 114,
              "meanPenalized": 3.6313364055299537,
              "medianPenalized": 7,
              "matchedMean": -0.0970873786407767,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -2.2594594594594595,
            "high": -1.0374281772670384
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 3612,
          "baseline": {
            "n": 3608,
            "balancedAccuracy": 49.79225700430566,
            "accuracy": 50.77605321507761,
            "flatOutcomePct": 0.11074197120708748,
            "coveragePct": 48.72505543237251,
            "signalCount": 1758,
            "signalAccuracy": 52.73037542662116,
            "entries": 266,
            "entryAccuracy": 50.18867924528302,
            "falseDirectionEntries": 132
          },
          "candidate": {
            "n": 3608,
            "balancedAccuracy": 47.758826982820786,
            "accuracy": 47.42239467849224,
            "flatOutcomePct": 0.11074197120708748,
            "coveragePct": 40.825942350332596,
            "signalCount": 1473,
            "signalAccuracy": 46.435845213849284,
            "entries": 561,
            "entryAccuracy": 47.14285714285714,
            "falseDirectionEntries": 296
          },
          "balancedGainPP": -2.0334300214848753,
          "entryRatio": 2.1090225563909772,
          "naive": {
            "last_reversal": {
              "n": 3608,
              "balancedAccuracy": 50.84347690096478,
              "accuracy": 50.49889135254989,
              "flatOutcomePct": 0.11074197120708748,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 3608,
              "balancedAccuracy": 49.156523099035226,
              "accuracy": 49.50110864745011,
              "flatOutcomePct": 0.11074197120708748,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 3608,
              "balancedAccuracy": 50.400933121339285,
              "accuracy": 50.85920177383591,
              "flatOutcomePct": 0.11074197120708748,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -5.873926490187619,
            "high": 1.3551203083599723
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -8.152292739609624,
            "high": 3.3318738933549072
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 48.462557523357965,
              "accuracy": 52.616279069767444,
              "flatOutcomePct": 0,
              "coveragePct": 51.162790697674424,
              "signalCount": 88,
              "signalAccuracy": 54.54545454545454,
              "entries": 14,
              "entryAccuracy": 28.57142857142857,
              "falseDirectionEntries": 10
            },
            {
              "n": 172,
              "balancedAccuracy": 53.015618463254775,
              "accuracy": 51.45348837209303,
              "flatOutcomePct": 0,
              "coveragePct": 43.02325581395349,
              "signalCount": 74,
              "signalAccuracy": 55.4054054054054,
              "entries": 32,
              "entryAccuracy": 53.125,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 180,
              "missed": 120,
              "meanPenalized": 5.6722222222222225,
              "medianPenalized": 7,
              "matchedMean": 3.0166666666666666,
              "matchedMedian": 3.5
            },
            {
              "turns": 180,
              "missed": 94,
              "meanPenalized": 3.3222222222222224,
              "medianPenalized": 7,
              "matchedMean": -0.6976744186046512,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -3.2794759825327513,
            "high": -1.185430463576159
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    },
    "us1w/5": {
      "status": "evaluated",
      "assets": 42,
      "symbols": [
        "us1w|AAPL",
        "us1w|ABBV",
        "us1w|AMD",
        "us1w|AMZN",
        "us1w|ASML",
        "us1w|AVGO",
        "us1w|BAC",
        "us1w|BRK-B",
        "us1w|CAT",
        "us1w|COST",
        "us1w|CRM",
        "us1w|CSCO",
        "us1w|CVX",
        "us1w|DIS",
        "us1w|F",
        "us1w|GM",
        "us1w|GOOGL",
        "us1w|HD",
        "us1w|INTC",
        "us1w|JNJ",
        "us1w|JPM",
        "us1w|KO",
        "us1w|META",
        "us1w|MSFT",
        "us1w|MU",
        "us1w|NFLX",
        "us1w|NKE",
        "us1w|NVDA",
        "us1w|ORCL",
        "us1w|PEP",
        "us1w|PFE",
        "us1w|PG",
        "us1w|QCOM",
        "us1w|TGT",
        "us1w|TSLA",
        "us1w|TSM",
        "us1w|TXN",
        "us1w|UNH",
        "us1w|UPS",
        "us1w|V",
        "us1w|WMT",
        "us1w|XOM"
      ],
      "heldOutSymbols": [
        "us1w|WMT",
        "us1w|XOM"
      ],
      "excluded": [],
      "penalty": 0.0001,
      "tuningLoss": {
        "0.0001": 0.6938773150262618,
        "0.01": 0.6984694225405792,
        "0.1": 0.6952440408941938
      },
      "folds": [
        {
          "period": [
            "2023-01-01",
            "2025-01-01"
          ],
          "n": 4200,
          "baseline": {
            "n": 4195,
            "balancedAccuracy": 48.907145751958076,
            "accuracy": 52.27651966626937,
            "flatOutcomePct": 0.11904761904761905,
            "coveragePct": 52.228843861740174,
            "signalCount": 2191,
            "signalAccuracy": 54.769511638521216,
            "entries": 322,
            "entryAccuracy": 57.14285714285714,
            "falseDirectionEntries": 138
          },
          "candidate": {
            "n": 4195,
            "balancedAccuracy": 47.33166026044171,
            "accuracy": 49.51132300357568,
            "flatOutcomePct": 0.11904761904761905,
            "coveragePct": 76.09058402860548,
            "signalCount": 3192,
            "signalAccuracy": 50,
            "entries": 697,
            "entryAccuracy": 47.701149425287355,
            "falseDirectionEntries": 364
          },
          "balancedGainPP": -1.5754854915163676,
          "entryRatio": 2.1645962732919255,
          "naive": {
            "last_reversal": {
              "n": 4195,
              "balancedAccuracy": 51.263273435483804,
              "accuracy": 50.1430274135876,
              "flatOutcomePct": 0.11904761904761905,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 4195,
              "balancedAccuracy": 48.736726564516196,
              "accuracy": 49.8569725864124,
              "flatOutcomePct": 0.11904761904761905,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 4195,
              "balancedAccuracy": 48.514539386370615,
              "accuracy": 50.15494636471991,
              "flatOutcomePct": 0.11904761904761905,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -4.49851928139023,
            "high": 1.4538356702844328
          },
          "familyAdjustedCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -6.271387471027056,
            "high": 3.4767224645548747
          },
          "heldOut": [
            {
              "n": 200,
              "balancedAccuracy": 45.597085840988285,
              "accuracy": 52.5,
              "flatOutcomePct": 0,
              "coveragePct": 53.5,
              "signalCount": 107,
              "signalAccuracy": 62.616822429906534,
              "entries": 16,
              "entryAccuracy": 37.5,
              "falseDirectionEntries": 10
            },
            {
              "n": 200,
              "balancedAccuracy": 44.20335761799176,
              "accuracy": 47.5,
              "flatOutcomePct": 0,
              "coveragePct": 82,
              "signalCount": 164,
              "signalAccuracy": 46.95121951219512,
              "entries": 28,
              "entryAccuracy": 46.42857142857143,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 213,
              "missed": 136,
              "meanPenalized": 5.286384976525822,
              "medianPenalized": 7,
              "matchedMean": 2.25974025974026,
              "matchedMedian": 3
            },
            {
              "turns": 213,
              "missed": 103,
              "meanPenalized": 3.3427230046948355,
              "medianPenalized": 5,
              "matchedMean": -0.08181818181818182,
              "matchedMedian": -1
            }
          ],
          "penalizedDelayCI": {
            "blocks": 9,
            "blockDays": 84,
            "low": -2.796538630860665,
            "high": -1.072381957267212
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "unseen_asset_regression",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        },
        {
          "period": [
            "2025-01-01",
            "2026-10-09"
          ],
          "n": 3612,
          "baseline": {
            "n": 3608,
            "balancedAccuracy": 48.51525129292538,
            "accuracy": 49.63968957871397,
            "flatOutcomePct": 0.11074197120708748,
            "coveragePct": 48.78048780487805,
            "signalCount": 1760,
            "signalAccuracy": 52.84090909090909,
            "entries": 266,
            "entryAccuracy": 53.75939849624061,
            "falseDirectionEntries": 123
          },
          "candidate": {
            "n": 3608,
            "balancedAccuracy": 47.759904131885854,
            "accuracy": 47.14523281596452,
            "flatOutcomePct": 0.11074197120708748,
            "coveragePct": 62.25055432372506,
            "signalCount": 2246,
            "signalAccuracy": 46.70525378450579,
            "entries": 751,
            "entryAccuracy": 47.003994673768304,
            "falseDirectionEntries": 398
          },
          "balancedGainPP": -0.7553471610395235,
          "entryRatio": 2.8233082706766917,
          "naive": {
            "last_reversal": {
              "n": 3608,
              "balancedAccuracy": 50.77550634392064,
              "accuracy": 50.388026607538805,
              "flatOutcomePct": 0.11074197120708748,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "last_direction": {
              "n": 3608,
              "balancedAccuracy": 49.22449365607936,
              "accuracy": 49.611973392461195,
              "flatOutcomePct": 0.11074197120708748,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            },
            "prior3_direction": {
              "n": 3608,
              "balancedAccuracy": 49.36199919363269,
              "accuracy": 49.889135254988915,
              "flatOutcomePct": 0.11074197120708748,
              "coveragePct": 0,
              "signalCount": 0,
              "signalAccuracy": null,
              "entries": 0,
              "entryAccuracy": null,
              "falseDirectionEntries": 0
            }
          },
          "gainCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -4.065922555822974,
            "high": 2.502849662271469
          },
          "familyAdjustedCI": {
            "blocks": 8,
            "blockDays": 84,
            "low": -6.56261385219736,
            "high": 4.5198062944216755
          },
          "heldOut": [
            {
              "n": 172,
              "balancedAccuracy": 45.73206018518518,
              "accuracy": 52.03488372093024,
              "flatOutcomePct": 0,
              "coveragePct": 51.162790697674424,
              "signalCount": 88,
              "signalAccuracy": 57.95454545454546,
              "entries": 14,
              "entryAccuracy": 50,
              "falseDirectionEntries": 7
            },
            {
              "n": 172,
              "balancedAccuracy": 59.389467592592595,
              "accuracy": 53.19767441860465,
              "flatOutcomePct": 0,
              "coveragePct": 70.34883720930233,
              "signalCount": 121,
              "signalAccuracy": 51.2396694214876,
              "entries": 36,
              "entryAccuracy": 58.333333333333336,
              "falseDirectionEntries": 15
            }
          ],
          "latency": [
            {
              "turns": 180,
              "missed": 120,
              "meanPenalized": 5.6722222222222225,
              "medianPenalized": 7,
              "matchedMean": 3.0166666666666666,
              "matchedMedian": 3.5
            },
            {
              "turns": 180,
              "missed": 68,
              "meanPenalized": 2.7777777777777777,
              "medianPenalized": 3,
              "matchedMean": 0.21428571428571427,
              "matchedMedian": 0
            }
          ],
          "penalizedDelayCI": {
            "blocks": 7,
            "blockDays": 84,
            "low": -3.568306010928962,
            "high": -2.3300264783759936
          },
          "failedChecks": [
            "direction_gain_not_confirmed",
            "gain_below_0.5pp",
            "signal_accuracy_regression",
            "new_signal_accuracy_regression",
            "more_than_2x_alerts",
            "does_not_beat_simple_rules"
          ],
          "passed": false
        }
      ],
      "passed": false
    }
  },
  "limitations": [
    "Selected surviving assets, not a complete or delisted universe.",
    "200 past bars are inputs; 1/3/5 bars are future evaluation horizons, NOT input lengths.",
    "Data is retrospective and has already been inspected; new horizon comparisons are exploratory, not pristine prospective holdout.",
    "Weekly 84-day and daily 28-day blocks retain cross-asset and overlapping-horizon dependence approximately; adjusted intervals cover 84 comparisons.",
    "Technical core only, no aligned news, capital-flow or market-index adjustments; no fees or execution profitability test.",
    "Fixed 3-bar confirmed turns only; penalty +7 for a missed turn is not actual elapsed detection time.",
    "Weekly sources are native exchange/provider candles, and may differ from earlier daily-derived weekly aggregation."
  ],
  "sourceHashes": {
    "daily-weekly-panel.json": "8087e032772182a8bff6d51514932cf19e19adf87fd6b2b1b8ea7eaf7705f41b",
    "daily-weekly-baselines.json": "ed068542134debbba680a24920de240178501f329973d8bacca31af82f3689f9"
  }
}