{
  "ticker": {
    "uuid": "a336bf24-e506-457f-8b8c-c1f7199c06b4",
    "symbol": "KOF",
    "name": "Kaufman & Broad S.A.",
    "exchange": "PAR",
    "country": "FR",
    "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": "^FCHI",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4b",
    "phase_label": "Stage 4B \u00b7 Declining",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -21.889,
    "architecture_energy": 18.034,
    "architecture_maturity": 90.3,
    "architecture_confidence": 55.071,
    "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": 52.71,
        "rotation_up": 27.95,
        "upward_expansion": 25.56,
        "deceleration": 52.79,
        "rotation_down": 19.53,
        "downward_expansion": 47.56
      },
      "activity_lines": [
        25.466666,
        25.238182,
        25.228788,
        26.064063
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": 0.0
    },
    "latest_close": 25.25,
    "trend_reference": 27.371812,
    "distance_from_trend": -0.077518,
    "trend_direction": "Weakening",
    "fair_value": 28.217739,
    "distance_from_fair_value": -0.105173,
    "fair_value_direction": "Weakening",
    "relative_strength": -16.467943,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.202212,
    "excess_performance": -0.255523,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.077518,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.051297,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.105173,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.005233,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.164679,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.011239,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.202212,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.934017,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 140347,
      "relative_activity": 1.018955,
      "balance": 1.934017,
      "dry_up": 1.102789,
      "accumulation_observations": 5,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.039604,
      "annualized_volatility": 0.198796,
      "from_high_reference": -0.23716,
      "from_low_reference": 0.065401
    },
    "levels": {
      "trend_reference": 27.371812,
      "fair_value_reference": 28.217739,
      "structural_low": 23.700001,
      "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": 23,
        "median_return": -0.007968,
        "positive_rate": 0.391304,
        "directional_follow_through": 0.608696,
        "median_excess_return": -0.009436,
        "regime_survival": 0.869565,
        "best_return": 0.208437,
        "worst_return": -0.127706,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 8,
        "median_return": -0.002115,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.03645,
        "regime_survival": 0.625,
        "best_return": 0.199179,
        "worst_return": -0.143068,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 5,
        "median_return": -0.022071,
        "positive_rate": 0.4,
        "directional_follow_through": 0.6,
        "median_excess_return": 0.001863,
        "regime_survival": 0.4,
        "best_return": 0.211499,
        "worst_return": -0.160405,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.057988,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.058826,
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        "best_return": 0.128965,
        "worst_return": -0.244941,
        "sufficient": false
      }
    ],
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        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-06-28",
        "end": "2024-07-26",
        "tenure": "Developing",
        "return": 0.242187,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2024-11-22",
        "tenure": "Established",
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        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "return": 0.00477,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "active": false
      },
      {
        "regime": "upward_expansion",
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      },
      {
        "regime": "deceleration",
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        "tenure": "Developing",
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      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "end": "2025-09-12",
        "tenure": "New",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
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        "end": "2025-12-12",
        "tenure": "Established",
        "return": 0.008489,
        "active": false
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      {
        "regime": "balance",
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        "active": false
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      {
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        "label": "Rotation Up",
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        "return": -0.026856,
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      },
      {
        "date": "2026-05-01",
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      {
        "date": "2026-05-08",
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        "date": "2026-05-15",
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      },
      {
        "date": "2026-05-22",
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      },
      {
        "date": "2026-05-29",
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        "date": "2026-06-05",
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      },
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        "date": "2026-06-12",
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      },
      {
        "date": "2026-06-26",
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        "energy": 58.418437,
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-10",
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        "relative_strength": -15.209279,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
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        "energy": 44.351857,
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      },
      {
        "date": "2026-07-17",
        "close": 25.799999,
        "volume": 181578,
        "typical_volume": 137227.05,
        "trend": 27.803479,
        "fair_value": 28.14735,
        "relative_strength": -12.394168,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -42.451633,
        "energy": 34.072649,
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          25.176666,
          24.93,
          25.39266,
          26.485812
        ]
      },
      {
        "date": "2026-07-24",
        "close": 25.950001,
        "volume": 167380,
        "typical_volume": 139143.55,
        "trend": 27.686812,
        "fair_value": 28.174345,
        "relative_strength": -11.7916,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -34.733106,
        "energy": 23.894468,
        "activity_lines": [
          25.496667,
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          25.358354,
          26.366232
        ]
      },
      {
        "date": "2026-07-31",
        "close": 25.299999,
        "volume": 118271,
        "typical_volume": 138615.7,
        "trend": 27.546812,
        "fair_value": 28.196896,
        "relative_strength": -14.863498,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -31.877731,
        "energy": 23.109609,
        "activity_lines": [
          25.513333,
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          25.28619,
          26.212244
        ]
      },
      {
        "date": "2026-08-07",
        "close": 25.25,
        "volume": 140347,
        "typical_volume": 137736.25,
        "trend": 27.371812,
        "fair_value": 28.217739,
        "relative_strength": -16.467943,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -21.888865,
        "energy": 18.034355,
        "activity_lines": [
          25.466666,
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          25.228788,
          26.064063
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      }
    ],
    "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."
    }
  }
}