{
  "ticker": {
    "uuid": "d5ec0d37-e308-4af0-9d61-77aede4f863e",
    "symbol": "AAOI",
    "name": "Applied Opt",
    "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": 3,
    "stage_name": "Distribution",
    "phase": "3b",
    "phase_label": "Stage 3B \u00b7 Distribution",
    "transition": "stage_3_churning",
    "transition_label": "Stage 3 range intact",
    "confidence": 96.0,
    "architecture_regime": "rotation_down",
    "architecture_regime_label": "Rotation Down",
    "architecture_modifier": "Supply rotation",
    "architecture_gate": "mixed",
    "architecture_direction": -18.928,
    "architecture_energy": 30.649,
    "architecture_maturity": 17.674,
    "architecture_confidence": 48.371,
    "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": 42.22,
        "rotation_up": 17.07,
        "upward_expansion": 19.41,
        "deceleration": 54.76,
        "rotation_down": 59.03,
        "downward_expansion": 49.07
      },
      "activity_lines": [
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        119.835091,
        137.38581,
        132.130645
      ],
      "activity_state": "Compressed",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.833333
    },
    "latest_close": 135.63,
    "trend_reference": 115.832,
    "distance_from_trend": 0.17092,
    "trend_direction": "Improving",
    "fair_value": 37.980801,
    "distance_from_fair_value": 2.571015,
    "fair_value_direction": "Weakening",
    "relative_strength": 56.39606,
    "relative_strength_direction": "Weakening",
    "price_momentum": 2.061625,
    "excess_performance": 1.874172,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.17092,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.414791,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 2.571015,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -2.01912,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.563961,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -1.041213,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 2.061625,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.440861,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 85029086,
      "relative_activity": 1.46396,
      "balance": 0.440861,
      "dry_up": 0.942008,
      "accumulation_observations": 3,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.318321,
      "annualized_volatility": 1.23169,
      "from_high_reference": -0.419566,
      "from_low_reference": 6.331351
    },
    "levels": {
      "trend_reference": 115.832,
      "fair_value_reference": 37.980801,
      "structural_low": 41.12,
      "invalidation": "A decisive breakout above range resistance with renewed RS leadership invalidates the distribution reading; a range-low break confirms deterioration."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 6,
        "median_return": 0.144547,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.333333,
        "median_excess_return": 0.084632,
        "regime_survival": 0.5,
        "best_return": 0.300532,
        "worst_return": -0.489824,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 3,
        "median_return": -0.300317,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.666667,
        "median_excess_return": -0.400531,
        "regime_survival": 0.0,
        "best_return": 0.235897,
        "worst_return": -0.401876,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": 0.224333,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.001888,
        "regime_survival": 0.0,
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        "worst_return": -0.009019,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": 4.995726,
        "positive_rate": 1.0,
        "directional_follow_through": 0.0,
        "median_excess_return": 4.790282,
        "regime_survival": 0.333333,
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        "worst_return": 0.181818,
        "sufficient": false
      }
    ],
    "ledger": [
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        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-05-17",
        "end": "2024-09-13",
        "tenure": "Established",
        "return": 0.246055,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
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        "tenure": "New",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "tenure": "Established",
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        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "rotation_down",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
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        "end": "2025-06-20",
        "tenure": "Developing",
        "return": 1.199812,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "tenure": "New",
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        "active": false
      },
      {
        "regime": "rotation_up",
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        "tenure": "Developing",
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      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "balance",
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        "tenure": "New",
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        "active": false
      },
      {
        "regime": "upward_expansion",
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        "active": false
      },
      {
        "regime": "deceleration",
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      },
      {
        "regime": "rotation_down",
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        "active": true
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    ],
    "chart_path": [
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        "date": "2026-04-24",
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-10",
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        "fair_value": 35.452019,
        "relative_strength": 48.327333,
        "stage": 2,
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      },
      {
        "date": "2026-07-17",
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        "volume": 46514801,
        "typical_volume": 60175670.95,
        "trend": 108.522333,
        "fair_value": 36.057788,
        "relative_strength": 30.011627,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": -5.141869,
        "energy": 19.705547,
        "activity_lines": [
          119.187333,
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          146.033952,
          132.226753
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      },
      {
        "date": "2026-07-24",
        "close": 100.15,
        "volume": 36913357,
        "typical_volume": 58031425.7,
        "trend": 110.621667,
        "fair_value": 36.656763,
        "relative_strength": 27.084618,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Momentum cooling",
        "gate": "mixed",
        "direction": -24.384565,
        "energy": 29.645931,
        "activity_lines": [
          109.849333,
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          142.220524,
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      },
      {
        "date": "2026-07-31",
        "close": 94.32,
        "volume": 50396002,
        "typical_volume": 57144912.35,
        "trend": 112.445667,
        "fair_value": 37.190801,
        "relative_strength": 17.114632,
        "stage": 3,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -27.391328,
        "energy": 44.424651,
        "activity_lines": [
          102.681333,
          119.534182,
          137.830095,
          130.634882
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      },
      {
        "date": "2026-08-07",
        "close": 135.63,
        "volume": 85029086,
        "typical_volume": 58081579.0,
        "trend": 115.832,
        "fair_value": 37.980801,
        "relative_strength": 56.39606,
        "stage": 3,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -18.928449,
        "energy": 30.648547,
        "activity_lines": [
          112.041333,
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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."
    }
  }
}