{
  "ticker": {
    "uuid": "f8db2c31-0041-4849-b2bd-74d52e611208",
    "symbol": "2165",
    "name": "Ling Yue Services Group Limited",
    "exchange": "HKG",
    "country": "HK",
    "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": "2026-10-02",
    "benchmark": "^HSI",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4b",
    "phase_label": "Stage 4B \u00b7 Declining",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 85.323,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -40.92,
    "architecture_energy": 29.475,
    "architecture_maturity": 48.169,
    "architecture_confidence": 80.366,
    "architecture_tenure": "Established",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 28.3,
        "rotation_up": 22.17,
        "upward_expansion": 5.26,
        "deceleration": 46.18,
        "rotation_down": 49.21,
        "downward_expansion": 76.26
      },
      "activity_lines": [
        1.564,
        1.575,
        1.577929,
        1.611667
      ],
      "activity_state": "Moderate",
      "activity_direction": "Stable",
      "rotation_direction": "Stable",
      "price_acceptance": -0.5
    },
    "latest_close": 1.645,
    "trend_reference": 1.677167,
    "distance_from_trend": -0.019179,
    "trend_direction": "Weakening",
    "fair_value": 1.405064,
    "distance_from_fair_value": 0.170765,
    "fair_value_direction": "Improving",
    "relative_strength": -0.942371,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.125,
    "excess_performance": -0.079443,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.019179,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.055295,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.170765,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.054038,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.009424,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.116172,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.125,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 3.182069,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 2124000,
      "relative_activity": 11.609729,
      "balance": 3.182069,
      "dry_up": 3.44903,
      "accumulation_observations": 1,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.05401,
      "annualized_volatility": 0.280997,
      "from_high_reference": -0.205314,
      "from_low_reference": 0.265385
    },
    "levels": {
      "trend_reference": 1.677167,
      "fair_value_reference": 1.405064,
      "structural_low": 1.3,
      "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": 13,
        "median_return": 0.020619,
        "positive_rate": 0.615385,
        "directional_follow_through": 0.307692,
        "median_excess_return": -0.017066,
        "regime_survival": 0.846154,
        "best_return": 0.098039,
        "worst_return": -0.133929,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 4,
        "median_return": 0.010521,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.041875,
        "regime_survival": 0.5,
        "best_return": 0.28,
        "worst_return": -0.126374,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 2,
        "median_return": 0.172166,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 0.146589,
        "regime_survival": 0.0,
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        "worst_return": 0.089431,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": 1.262554,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 1.146367,
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        "best_return": 1.980392,
        "worst_return": 0.544715,
        "sufficient": false
      }
    ],
    "ledger": [
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        "regime": "upward_expansion",
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        "color": "green",
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        "end": "2024-03-01",
        "tenure": "Developing",
        "return": 0.076923,
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      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "end": "2024-03-22",
        "tenure": "New",
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      },
      {
        "regime": "upward_expansion",
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      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "tenure": "Established",
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      },
      {
        "regime": "balance",
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        "active": false
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        "regime": "downward_expansion",
        "label": "Downward Expansion",
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      },
      {
        "regime": "balance",
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        "active": false
      },
      {
        "regime": "upward_expansion",
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        "regime": "deceleration",
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        "active": false
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      {
        "regime": "balance",
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        "energy": 62.563243,
        "activity_lines": [
          1.602,
          1.651636,
          1.735,
          1.777914
        ]
      },
      {
        "date": "2026-07-03",
        "close": 1.47,
        "volume": 39000,
        "typical_volume": 82400.0,
        "trend": 1.812333,
        "fair_value": 1.316346,
        "relative_strength": -12.559582,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -81.124131,
        "energy": 63.089623,
        "activity_lines": [
          1.551333,
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          1.703952,
          1.754645
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      },
      {
        "date": "2026-07-10",
        "close": 1.47,
        "volume": 15000,
        "typical_volume": 83000.0,
        "trend": 1.795333,
        "fair_value": 1.322179,
        "relative_strength": -15.532532,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -76.251699,
        "energy": 67.403973,
        "activity_lines": [
          1.515333,
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          1.674905,
          1.732559
        ]
      },
      {
        "date": "2026-07-17",
        "close": 1.59,
        "volume": 0,
        "typical_volume": 77600.0,
        "trend": 1.785,
        "fair_value": 1.32891,
        "relative_strength": -10.035604,
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        "modifier": "Established contraction",
        "gate": "down",
        "direction": -64.867021,
        "energy": 60.497858,
        "activity_lines": [
          1.53,
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          1.659238,
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      },
      {
        "date": "2026-07-24",
        "close": 1.61,
        "volume": 134000,
        "typical_volume": 76450.0,
        "trend": 1.775333,
        "fair_value": 1.335641,
        "relative_strength": -10.317632,
        "stage": 4,
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        "modifier": "Established contraction",
        "gate": "down",
        "direction": -61.775078,
        "energy": 50.97782,
        "activity_lines": [
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          1.708022
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      },
      {
        "date": "2026-07-31",
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        "volume": 4000,
        "typical_volume": 74300.0,
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        "relative_strength": -14.411392,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
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        "energy": 35.6886,
        "activity_lines": [
          1.571333,
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          1.696065
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      },
      {
        "date": "2026-08-07",
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        "volume": 0,
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        "trend": 1.757333,
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        "relative_strength": -13.08099,
        "stage": 4,
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        "modifier": "Established contraction",
        "gate": "down",
        "direction": -40.543339,
        "energy": 25.402946,
        "activity_lines": [
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        "date": "2026-08-14",
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        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
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        "energy": 21.564824,
        "activity_lines": [
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          1.618143,
          1.676882
        ]
      },
      {
        "date": "2026-08-21",
        "close": 1.65,
        "volume": 16000,
        "typical_volume": 67750.0,
        "trend": 1.739833,
        "fair_value": 1.363942,
        "relative_strength": -11.33734,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -32.90258,
        "energy": 21.651952,
        "activity_lines": [
          1.622667,
          1.593909,
          1.61569,
          1.670505
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      },
      {
        "date": "2026-08-28",
        "close": 1.645,
        "volume": 21000,
        "typical_volume": 66100.0,
        "trend": 1.734667,
        "fair_value": 1.371378,
        "relative_strength": -9.598537,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -29.016046,
        "energy": 20.559389,
        "activity_lines": [
          1.632667,
          1.606909,
          1.613857,
          1.664387
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      },
      {
        "date": "2026-09-04",
        "close": 1.53,
        "volume": 333000,
        "typical_volume": 69950.0,
        "trend": 1.723333,
        "fair_value": 1.377981,
        "relative_strength": -15.493245,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -49.024925,
        "energy": 23.396475,
        "activity_lines": [
          1.602,
          1.597273,
          1.602333,
          1.651183
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      },
      {
        "date": "2026-09-11",
        "close": 1.5,
        "volume": 163000,
        "typical_volume": 72300.0,
        "trend": 1.710333,
        "fair_value": 1.384487,
        "relative_strength": -13.744464,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -63.782942,
        "energy": 36.720945,
        "activity_lines": [
          1.565333,
          1.583091,
          1.589238,
          1.636774
        ]
      },
      {
        "date": "2026-09-18",
        "close": 1.535,
        "volume": 33000,
        "typical_volume": 73050.0,
        "trend": 1.698833,
        "fair_value": 1.391186,
        "relative_strength": -11.06409,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -58.448838,
        "energy": 44.508928,
        "activity_lines": [
          1.547,
          1.574727,
          1.581048,
          1.625462
        ]
      },
      {
        "date": "2026-09-25",
        "close": 1.525,
        "volume": 204000,
        "typical_volume": 80800.0,
        "trend": 1.685,
        "fair_value": 1.397788,
        "relative_strength": -10.35541,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -59.528228,
        "energy": 56.191414,
        "activity_lines": [
          1.531333,
          1.563364,
          1.573262,
          1.614247
        ]
      },
      {
        "date": "2026-10-02",
        "close": 1.645,
        "volume": 2124000,
        "typical_volume": 182950.0,
        "trend": 1.677167,
        "fair_value": 1.405064,
        "relative_strength": -0.942371,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -40.920365,
        "energy": 29.47477,
        "activity_lines": [
          1.564,
          1.575,
          1.577929,
          1.611667
        ]
      }
    ],
    "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."
    }
  }
}