{
  "ticker": {
    "uuid": "39f0a236-2f92-45da-b7d4-d80868f7479f",
    "symbol": "KLAC",
    "name": "KLA Corporation",
    "exchange": "MEX",
    "country": "MX",
    "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": "^MXX",
    "stage": 2,
    "stage_name": "Advancing",
    "phase": "2b",
    "phase_label": "Stage 2B \u00b7 Advancing",
    "transition": "stage_2_healthy",
    "transition_label": "Stage 2 trend intact",
    "confidence": 96.0,
    "architecture_regime": "deceleration",
    "architecture_regime_label": "Deceleration",
    "architecture_modifier": "Recompressing",
    "architecture_gate": "up",
    "architecture_direction": 15.716,
    "architecture_energy": 29.38,
    "architecture_maturity": 64.061,
    "architecture_confidence": 89.902,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "The upward structure remains, but its energy is decelerating.",
        "body": "Trend remains positive, but Activity or price acceptance is losing strength. This can become a healthy recompression, a re-acceleration, or a Rotation Down."
      },
      "scores": {
        "balance": 52.24,
        "rotation_up": 15.78,
        "upward_expansion": 54.39,
        "deceleration": 94.0,
        "rotation_down": 45.23,
        "downward_expansion": 25.06
      },
      "activity_lines": [
        3512.343311,
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        3657.375785,
        3448.24809
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.333333
    },
    "latest_close": 3370.0,
    "trend_reference": 3169.495939,
    "distance_from_trend": 0.063261,
    "trend_direction": "Improving",
    "fair_value": 1739.702715,
    "distance_from_fair_value": 0.937113,
    "fair_value_direction": "Weakening",
    "relative_strength": 25.012922,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.527809,
    "excess_performance": 0.582475,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.063261,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.216245,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.937113,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.181948,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.250129,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.105035,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.527809,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.53775,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 7578,
      "relative_activity": 2.364504,
      "balance": 0.53775,
      "dry_up": 3.158445,
      "accumulation_observations": 2,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.092647,
      "annualized_volatility": 0.506722,
      "from_high_reference": -0.256886,
      "from_low_reference": 1.093412
    },
    "levels": {
      "trend_reference": 3169.495939,
      "fair_value_reference": 1739.702715,
      "structural_low": 2485.319824,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 10,
        "median_return": 0.007121,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.003516,
        "regime_survival": 0.0,
        "best_return": 0.194763,
        "worst_return": -0.18309,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 8,
        "median_return": 0.078391,
        "positive_rate": 0.75,
        "directional_follow_through": 0.75,
        "median_excess_return": 0.013031,
        "regime_survival": 0.0,
        "best_return": 0.37426,
        "worst_return": -0.165793,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 6,
        "median_return": 0.146524,
        "positive_rate": 0.833333,
        "directional_follow_through": 0.833333,
        "median_excess_return": 0.067671,
        "regime_survival": 0.166667,
        "best_return": 0.62119,
        "worst_return": -0.08427,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": 0.316289,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
        "median_excess_return": 0.237953,
        "regime_survival": 0.0,
        "best_return": 0.515567,
        "worst_return": -0.021022,
        "sufficient": false
      }
    ],
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        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2024-11-08",
        "end": "2024-12-06",
        "tenure": "Developing",
        "return": -0.007925,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-12-13",
        "end": "2025-01-10",
        "tenure": "Developing",
        "return": 0.038576,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2025-01-17",
        "end": "2025-02-21",
        "tenure": "Developing",
        "return": -0.016532,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-02-28",
        "end": "2025-03-14",
        "tenure": "New",
        "return": -0.02805,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-03-21",
        "end": "2025-04-04",
        "tenure": "New",
        "return": 0.0,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "tenure": "New",
        "return": 0.000123,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
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        "end": "2025-06-06",
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        "return": 0.003424,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2025-09-05",
        "tenure": "Established",
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        "active": false
      },
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        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-10-03",
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        "active": false
      },
      {
        "regime": "upward_expansion",
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        "active": false
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      },
      {
        "date": "2026-07-17",
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        "trend": 3056.425781,
        "fair_value": 1688.056673,
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      },
      {
        "date": "2026-07-24",
        "close": 3800.0,
        "volume": 3600,
        "typical_volume": 1507.75,
        "trend": 3107.103695,
        "fair_value": 1707.426572,
        "relative_strength": 44.752428,
        "stage": 2,
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        "modifier": "Established expansion",
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      },
      {
        "date": "2026-07-31",
        "close": 3221.669922,
        "volume": 28965,
        "typical_volume": 2833.0,
        "trend": 3138.503939,
        "fair_value": 1723.089226,
        "relative_strength": 20.682631,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 17.948539,
        "energy": 25.494094,
        "activity_lines": [
          3649.752637,
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      },
      {
        "date": "2026-08-07",
        "close": 3370.0,
        "volume": 7578,
        "typical_volume": 3204.9,
        "trend": 3169.495939,
        "fair_value": 1739.702715,
        "relative_strength": 25.012922,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 15.715779,
        "energy": 29.380163,
        "activity_lines": [
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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."
    }
  }
}