{
  "ticker": {
    "uuid": "237c42b7-cd48-415d-ad5e-a39c857885b3",
    "symbol": "KLIC",
    "name": "Kulicke and Soffa Industries Inc",
    "exchange": "NASDAQ",
    "country": "US",
    "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": "QQQ",
    "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": 13.319,
    "architecture_energy": 22.768,
    "architecture_maturity": 63.746,
    "architecture_confidence": 77.27,
    "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": 52.42,
        "rotation_up": 17.98,
        "upward_expansion": 54.14,
        "deceleration": 91.16,
        "rotation_down": 43.96,
        "downward_expansion": 22.48
      },
      "activity_lines": [
        95.012667,
        103.355549,
        102.84181,
        95.970063
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.166667
    },
    "latest_close": 91.31,
    "trend_reference": 86.196618,
    "distance_from_trend": 0.059322,
    "trend_direction": "Improving",
    "fair_value": 50.888055,
    "distance_from_fair_value": 0.794331,
    "fair_value_direction": "Weakening",
    "relative_strength": 21.698347,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.293633,
    "excess_performance": 0.106179,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.059322,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.315957,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.794331,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.411416,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.216983,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.54028,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.293633,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.965393,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 6043435,
      "relative_activity": 1.317961,
      "balance": 0.965393,
      "dry_up": 1.130936,
      "accumulation_observations": 3,
      "distribution_observations": 4
    },
    "risk": {
      "range_context": 0.17732,
      "annualized_volatility": 0.578295,
      "from_high_reference": -0.327614,
      "from_low_reference": 1.653176
    },
    "levels": {
      "trend_reference": 86.196618,
      "fair_value_reference": 50.888055,
      "structural_low": 59.019187,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 6,
        "median_return": 0.076669,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
        "median_excess_return": -0.004845,
        "regime_survival": 0.166667,
        "best_return": 0.356061,
        "worst_return": -0.085483,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": 0.106545,
        "positive_rate": 1.0,
        "directional_follow_through": 1.0,
        "median_excess_return": 0.053409,
        "regime_survival": 0.0,
        "best_return": 0.939249,
        "worst_return": 0.011316,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": -0.001506,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.333333,
        "median_excess_return": 0.0293,
        "regime_survival": 0.0,
        "best_return": 1.691597,
        "worst_return": -0.059548,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.124791,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.222343,
        "regime_survival": 0.0,
        "best_return": -0.033064,
        "worst_return": -0.216518,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-08-16",
        "end": "2024-10-11",
        "tenure": "Developing",
        "return": 0.047015,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-10-18",
        "end": "2024-11-08",
        "tenure": "New",
        "return": 0.081257,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2024-11-15",
        "end": "2024-12-13",
        "tenure": "Developing",
        "return": 0.071228,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2025-01-10",
        "tenure": "New",
        "return": -0.015761,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "end": "2025-02-07",
        "tenure": "New",
        "return": -0.122121,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-02-14",
        "end": "2025-03-07",
        "tenure": "New",
        "return": -0.073533,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-03-14",
        "end": "2025-06-27",
        "tenure": "Established",
        "return": -0.043033,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "end": "2025-09-05",
        "tenure": "Developing",
        "return": 0.039445,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "end": "2025-10-31",
        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-11-28",
        "tenure": "New",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "end": "2026-03-20",
        "tenure": "Established",
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        "active": false
      },
      {
        "regime": "deceleration",
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      },
      {
        "regime": "upward_expansion",
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        "return": 0.023655,
        "active": true
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        "date": "2026-04-17",
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-17",
        "close": 97.22,
        "volume": 4151591,
        "typical_volume": 4225153.0,
        "trend": 81.793203,
        "fair_value": 50.100567,
        "relative_strength": 40.623241,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Re-accelerating",
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        "direction": 58.943311,
        "energy": 43.969305,
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          93.941826
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      },
      {
        "date": "2026-07-24",
        "close": 101.33,
        "volume": 3472795,
        "typical_volume": 4232629.05,
        "trend": 83.619916,
        "fair_value": 50.387441,
        "relative_strength": 46.434272,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 41.400688,
        "energy": 25.909072,
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      },
      {
        "date": "2026-07-31",
        "close": 89.2,
        "volume": 7075542,
        "typical_volume": 4423621.4,
        "trend": 84.989215,
        "fair_value": 50.618189,
        "relative_strength": 26.47092,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 18.86506,
        "energy": 20.982024,
        "activity_lines": [
          99.408667,
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          103.269247,
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      },
      {
        "date": "2026-08-07",
        "close": 91.31,
        "volume": 6043435,
        "typical_volume": 4585441.85,
        "trend": 86.196618,
        "fair_value": 50.888055,
        "relative_strength": 21.698347,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 13.319305,
        "energy": 22.768431,
        "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."
    }
  }
}