{
  "ticker": {
    "uuid": "a5f7fd0a-3b3a-4800-88a7-dcc94ab3607d",
    "symbol": "QH9",
    "name": "ADTRAN Holdings, Inc.",
    "exchange": "GER",
    "country": "DE",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-07",
    "benchmark": "^GDAXI",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4a",
    "phase_label": "Stage 4A \u00b7 Breakdown",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "rotation_down",
    "architecture_regime_label": "Rotation Down",
    "architecture_modifier": "Supply rotation",
    "architecture_gate": "mixed",
    "architecture_direction": -62.461,
    "architecture_energy": 84.891,
    "architecture_maturity": 24.0,
    "architecture_confidence": 78.107,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "The Activity Line structure is rotating downward.",
        "body": "Fast Activity is weakening relative to Slow Activity and price acceptance is deteriorating. Persistent negative Trend confirmation would establish Downward Expansion."
      },
      "scores": {
        "balance": 14.41,
        "rotation_up": 16.02,
        "upward_expansion": 27.54,
        "deceleration": 43.0,
        "rotation_down": 84.01,
        "downward_expansion": 71.54
      },
      "activity_lines": [
        8.0294,
        9.5702,
        11.184305,
        11.23188
      ],
      "activity_state": "Wide",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -1.0
    },
    "latest_close": 6.522,
    "trend_reference": 10.810633,
    "distance_from_trend": -0.396705,
    "trend_direction": "Improving",
    "fair_value": 7.572327,
    "distance_from_fair_value": -0.138706,
    "fair_value_direction": "Weakening",
    "relative_strength": -36.355417,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.192622,
    "excess_performance": -0.257262,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.396705,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.129689,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.138706,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.860325,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.363554,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.83599,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.192622,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.727375,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 62349,
      "relative_activity": 1.348563,
      "balance": 0.727375,
      "dry_up": 0.849273,
      "accumulation_observations": 1,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.231807,
      "annualized_volatility": 0.648814,
      "from_high_reference": -0.618864,
      "from_low_reference": 0.058766
    },
    "levels": {
      "trend_reference": 10.810633,
      "fair_value_reference": 7.572327,
      "structural_low": 6.522,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 4,
        "median_return": 0.051358,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 0.011437,
        "regime_survival": 0.5,
        "best_return": 0.12643,
        "worst_return": 0.022358,
        "sufficient": false
      },
      {
        "horizon": "Intermediate",
        "sample_count": 2,
        "median_return": 0.216362,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 0.090751,
        "regime_survival": 0.0,
        "best_return": 0.245527,
        "worst_return": 0.187197,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 2,
        "median_return": 0.608534,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 0.487029,
        "regime_survival": 0.0,
        "best_return": 1.084482,
        "worst_return": 0.132585,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 1,
        "median_return": 0.945388,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 0.777045,
        "regime_survival": 0.0,
        "best_return": 0.945388,
        "worst_return": 0.945388,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-08-16",
        "end": "2024-10-18",
        "tenure": "Developing",
        "return": 0.197444,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-10-25",
        "end": "2025-03-14",
        "tenure": "Established",
        "return": 0.389399,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-03-21",
        "end": "2025-04-04",
        "tenure": "New",
        "return": -0.213362,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-04-11",
        "end": "2025-05-16",
        "tenure": "Developing",
        "return": 0.115291,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-05-23",
        "end": "2025-07-04",
        "tenure": "Developing",
        "return": 0.204412,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-07-11",
        "end": "2025-09-19",
        "tenure": "Developing",
        "return": 0.027856,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-09-26",
        "end": "2025-10-03",
        "tenure": "New",
        "return": 0.014109,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-10-10",
        "end": "2025-11-21",
        "tenure": "Developing",
        "return": -0.135816,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-11-28",
        "end": "2025-12-26",
        "tenure": "Developing",
        "return": 0.12643,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-01-02",
        "end": "2026-02-06",
        "tenure": "Developing",
        "return": 0.082262,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2026-02-13",
        "end": "2026-02-27",
        "tenure": "New",
        "return": -0.010256,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2026-03-06",
        "end": "2026-06-26",
        "tenure": "Established",
        "return": 0.366294,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2026-07-03",
        "end": "2026-07-24",
        "tenure": "New",
        "return": -0.228957,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2026-07-31",
        "end": "2026-08-07",
        "tenure": "New",
        "return": -0.116858,
        "active": true
      }
    ],
    "chart_path": [
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        "date": "2023-08-18",
        "close": 7.556,
        "volume": 300338,
        "typical_volume": 399580.75,
        "trend": 10.908839,
        "fair_value": 19.667446,
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        "fair_value": 7.30844,
        "relative_strength": 76.2144,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 86.338261,
        "energy": 94.884131,
        "activity_lines": [
          14.039067,
          12.615436,
          10.860186,
          9.906819
        ]
      },
      {
        "date": "2026-05-08",
        "close": 12.64,
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        "typical_volume": 44376.5,
        "trend": 9.077167,
        "fair_value": 7.341925,
        "relative_strength": 47.243592,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 67.825271,
        "energy": 67.38268,
        "activity_lines": [
          13.775067,
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          11.143838,
          10.147806
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      },
      {
        "date": "2026-05-15",
        "close": 12.786,
        "volume": 36002,
        "typical_volume": 44166.15,
        "trend": 9.235767,
        "fair_value": 7.372639,
        "relative_strength": 49.527192,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 65.066305,
        "energy": 62.985549,
        "activity_lines": [
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          10.387086
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      },
      {
        "date": "2026-05-22",
        "close": 13.316,
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        "typical_volume": 45174.2,
        "trend": 9.394033,
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        "relative_strength": 47.88688,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 61.326417,
        "energy": 54.210298,
        "activity_lines": [
          13.318267,
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          11.7154,
          10.650327
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      },
      {
        "date": "2026-05-29",
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        "typical_volume": 45970.75,
        "trend": 9.569567,
        "fair_value": 7.443995,
        "relative_strength": 54.275033,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
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        "energy": 47.991042,
        "activity_lines": [
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          12.071729,
          10.961163
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      },
      {
        "date": "2026-06-05",
        "close": 14.03,
        "volume": 13884,
        "typical_volume": 44880.45,
        "trend": 9.809967,
        "fair_value": 7.478541,
        "relative_strength": 52.216482,
        "stage": 2,
        "regime": "upward_expansion",
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        "gate": "up",
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        "energy": 47.332347,
        "activity_lines": [
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      },
      {
        "date": "2026-06-12",
        "close": 13.414,
        "volume": 10637,
        "typical_volume": 44345.6,
        "trend": 10.040567,
        "fair_value": 7.503692,
        "relative_strength": 44.29823,
        "stage": 2,
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        "modifier": "Established expansion",
        "gate": "up",
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      },
      {
        "date": "2026-06-19",
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        "volume": 7640,
        "typical_volume": 44205.75,
        "trend": 10.268367,
        "fair_value": 7.53167,
        "relative_strength": 39.236263,
        "stage": 2,
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        "energy": 42.018713,
        "activity_lines": [
          13.5944,
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      },
      {
        "date": "2026-06-26",
        "close": 11.496,
        "volume": 5130,
        "typical_volume": 43706.05,
        "trend": 10.4243,
        "fair_value": 7.544235,
        "relative_strength": 21.087775,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 33.179273,
        "energy": 22.14329,
        "activity_lines": [
          12.875867,
          13.183673,
          12.764052,
          11.770037
        ]
      },
      {
        "date": "2026-07-03",
        "close": 11.334,
        "volume": 591,
        "typical_volume": 42940.05,
        "trend": 10.5607,
        "fair_value": 7.556204,
        "relative_strength": 13.708119,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 19.012702,
        "energy": 18.79347,
        "activity_lines": [
          12.224667,
          12.8008,
          12.717838,
          11.828727
        ]
      },
      {
        "date": "2026-07-10",
        "close": 11.654,
        "volume": 25359,
        "typical_volume": 43652.0,
        "trend": 10.713367,
        "fair_value": 7.572074,
        "relative_strength": 19.395673,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 5.430178,
        "energy": 17.776622,
        "activity_lines": [
          11.872,
          12.530145,
          12.688986,
          11.899262
        ]
      },
      {
        "date": "2026-07-17",
        "close": 10.21,
        "volume": 13924,
        "typical_volume": 43277.15,
        "trend": 10.806367,
        "fair_value": 7.579752,
        "relative_strength": 5.19875,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": -15.932628,
        "energy": 29.779823,
        "activity_lines": [
          11.1964,
          12.056182,
          12.508295,
          11.866787
        ]
      },
      {
        "date": "2026-07-24",
        "close": 8.739,
        "volume": 38678,
        "typical_volume": 44519.95,
        "trend": 10.841667,
        "fair_value": 7.57919,
        "relative_strength": -11.031298,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Momentum cooling",
        "gate": "mixed",
        "direction": -45.228108,
        "energy": 57.213086,
        "activity_lines": [
          10.244067,
          11.358945,
          12.179329,
          11.733409
        ]
      },
      {
        "date": "2026-07-31",
        "close": 7.385,
        "volume": 42109,
        "typical_volume": 45113.65,
        "trend": 10.839033,
        "fair_value": 7.575231,
        "relative_strength": -26.218484,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -51.590908,
        "energy": 72.375482,
        "activity_lines": [
          9.143533,
          10.489109,
          11.719862,
          11.510398
        ]
      },
      {
        "date": "2026-08-07",
        "close": 6.522,
        "volume": 62349,
        "typical_volume": 46233.65,
        "trend": 10.810633,
        "fair_value": 7.572327,
        "relative_strength": -36.355417,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -62.460519,
        "energy": 84.890876,
        "activity_lines": [
          8.0294,
          9.5702,
          11.184305,
          11.23188
        ]
      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}