{
  "allGatesPassed": false,
  "candidate": "taxonomy-v6-expanded-maxEnt",
  "corpus": {
    "blindLabelPolicy": "Product-owner task/question/replyable labels are used for the first 60 records; other v6 fields require per-field multi-model consensus. Unknown fields are excluded.",
    "blindRecords": 120,
    "candidateCorpusRecords": 273746,
    "humanLabeledBlindRecords": 60,
    "registryCanonicalRecords": 327337,
    "trainCandidates": 273626
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  "deploymentMode": "shadow/display",
  "domainGoldenMetrics": {
    "accuracy": 0.3704,
    "macroF1": 0.3282,
    "total": 27
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  "gates": {
    "domainMacroF1": {
      "actual": 0.3282,
      "passed": false,
      "required": 0.85
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    "evaluationIsolation": {
      "exactOverlapCount": 0,
      "passed": true,
      "trainBarredByCalibrationCount": 1,
      "trainBarredByEvaluationCount": 0
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    "newIntentMacroF1": {
      "actual": 0.5915,
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    "newIntentMinimumPrecision": {
      "actual": 0.25,
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      "required": 0.95
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      "currentBlindMacroF1": 0.2326,
      "passed": true,
      "reason": "The candidate is additive and the production manifest and nine deployed model files were not replaced."
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    "runtimePerformance": {
      "actual": {
        "coldLoadMilliseconds": 49.2974,
        "modelBytes": 570083,
        "peakRSSDeltaBytes": 25001984,
        "warmP95Milliseconds": 0.2498
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      "budgets": {
        "coldLoadMilliseconds": 100,
        "modelBytes": 2000000,
        "peakRSSDeltaBytes": 41943040,
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      "passed": true
    }
  },
  "limitations": [
    "Only 60 of 120 product blind records have product-owner labels.",
    "The remaining fields are high-confidence model consensus, not human gold.",
    "Per-language calibration has too few positive blind examples.",
    "The current model has no heads for the three new intents or domain."
  ],
  "newIntentGoldenMetrics": {
    "assistantCommand": {
      "accuracy": 0.9722,
      "f1": 0.8,
      "falseNegative": 0,
      "falsePositive": 1,
      "precision": 0.6667,
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      "trueNegative": 33,
      "truePositive": 2
    },
    "informationQuery": {
      "accuracy": 0.7692,
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      "falseNegative": 3,
      "falsePositive": 6,
      "precision": 0.25,
      "recall": 0.4,
      "total": 39,
      "trueNegative": 28,
      "truePositive": 2
    },
    "systemNotification": {
      "accuracy": 0.95,
      "f1": 0.6667,
      "falseNegative": 2,
      "falsePositive": 0,
      "precision": 1,
      "recall": 0.5,
      "total": 40,
      "trueNegative": 36,
      "truePositive": 2
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  "productionManifestSHA256": "52cf3916ea18325fc1f4b51f3c1ee2d9f73c5633b227d3355606f5a1a1ea0c1c",
  "releaseDecision": "keep-current-model",
  "schemaVersion": 1
}