{
  "ticker": {
    "uuid": "9489838e-cfab-48f8-9581-e3f73bf94b50",
    "symbol": "DUOT",
    "name": "Duos Technologies Group 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": 3,
    "stage_name": "Distribution",
    "phase": "3a",
    "phase_label": "Stage 3A \u00b7 Churning",
    "transition": "stage_3_churning",
    "transition_label": "Stage 3 range intact",
    "confidence": 55.614,
    "architecture_regime": "deceleration",
    "architecture_regime_label": "Deceleration",
    "architecture_modifier": "Recompressing",
    "architecture_gate": "mixed",
    "architecture_direction": -16.319,
    "architecture_energy": 24.872,
    "architecture_maturity": 34.21,
    "architecture_confidence": 62.737,
    "architecture_tenure": "Developing",
    "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": 50.56,
        "rotation_up": 14.83,
        "upward_expansion": 15.14,
        "deceleration": 62.33,
        "rotation_down": 58.24,
        "downward_expansion": 40.14
      },
      "activity_lines": [
        8.705333,
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        9.578634
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.5
    },
    "latest_close": 9.24,
    "trend_reference": 9.350167,
    "distance_from_trend": -0.011782,
    "trend_direction": "Improving",
    "fair_value": 6.086916,
    "distance_from_fair_value": 0.51801,
    "fair_value_direction": "Improving",
    "relative_strength": -10.021408,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.033473,
    "excess_performance": -0.220926,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.011782,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.01566,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.51801,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.053788,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.100214,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.064923,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.033473,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.006197,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 2737419,
      "relative_activity": 0.807456,
      "balance": 1.006197,
      "dry_up": 1.143223,
      "accumulation_observations": 4,
      "distribution_observations": 3
    },
    "risk": {
      "range_context": 0.229797,
      "annualized_volatility": 0.785602,
      "from_high_reference": -0.395288,
      "from_low_reference": 0.6
    },
    "levels": {
      "trend_reference": 9.350167,
      "fair_value_reference": 6.086916,
      "structural_low": 6.17,
      "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": 5,
        "median_return": -0.025875,
        "positive_rate": 0.2,
        "directional_follow_through": 0.2,
        "median_excess_return": -0.055701,
        "regime_survival": 0.6,
        "best_return": 0.069672,
        "worst_return": -0.191571,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 2,
        "median_return": -0.194338,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.276926,
        "regime_survival": 0.0,
        "best_return": -0.007528,
        "worst_return": -0.381148,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 2,
        "median_return": 0.075942,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.080071,
        "regime_survival": 0.0,
        "best_return": 0.355082,
        "worst_return": -0.203197,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.108532,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.419252,
        "regime_survival": 0.0,
        "best_return": 0.282936,
        "worst_return": -0.5,
        "sufficient": false
      }
    ],
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        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-11-01",
        "end": "2025-03-21",
        "tenure": "Established",
        "return": 0.424942,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "end": "2025-05-16",
        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "tenure": "Developing",
        "return": -0.148936,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-08-22",
        "tenure": "Developing",
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        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "end": "2025-09-12",
        "tenure": "New",
        "return": 0.195312,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "tenure": "New",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
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        "tenure": "New",
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        "active": false
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      {
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        "return": -0.101064,
        "active": false
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      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
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        "active": false
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        "regime": "rotation_up",
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      },
      {
        "date": "2026-05-08",
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      },
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        "date": "2026-05-15",
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      },
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        "date": "2026-05-22",
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        "regime": "rotation_up",
        "modifier": "Structural repair",
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      },
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        "date": "2026-05-29",
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      },
      {
        "date": "2026-06-05",
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        "date": "2026-06-12",
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        "date": "2026-06-19",
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      },
      {
        "date": "2026-06-26",
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        "energy": 45.942541,
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      },
      {
        "date": "2026-07-03",
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        "typical_volume": 3209759.65,
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        "relative_strength": 0.683895,
        "stage": 2,
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        "activity_lines": [
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      },
      {
        "date": "2026-07-10",
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        "typical_volume": 3402529.7,
        "trend": 9.551833,
        "fair_value": 6.024672,
        "relative_strength": -9.949667,
        "stage": 1,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 29.509997,
        "energy": 16.210097,
        "activity_lines": [
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      },
      {
        "date": "2026-07-17",
        "close": 8.21,
        "volume": 3995434,
        "typical_volume": 3439674.15,
        "trend": 9.5075,
        "fair_value": 6.033198,
        "relative_strength": -16.876345,
        "stage": 1,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 6.694581,
        "energy": 17.879242,
        "activity_lines": [
          9.669,
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          10.15781,
          9.735032
        ]
      },
      {
        "date": "2026-07-24",
        "close": 8.07,
        "volume": 3307395,
        "typical_volume": 3387905.25,
        "trend": 9.454833,
        "fair_value": 6.045185,
        "relative_strength": -16.699588,
        "stage": 4,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "mixed",
        "direction": -13.466652,
        "energy": 26.004916,
        "activity_lines": [
          8.868667,
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          10.029357,
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      },
      {
        "date": "2026-07-31",
        "close": 8.61,
        "volume": 5462668,
        "typical_volume": 3514048.55,
        "trend": 9.381833,
        "fair_value": 6.064352,
        "relative_strength": -11.684377,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "mixed",
        "direction": -16.863141,
        "energy": 27.618918,
        "activity_lines": [
          8.587,
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          9.949714,
          9.587785
        ]
      },
      {
        "date": "2026-08-07",
        "close": 9.24,
        "volume": 2737419,
        "typical_volume": 3390177.5,
        "trend": 9.350167,
        "fair_value": 6.086916,
        "relative_strength": -10.021408,
        "stage": 3,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "mixed",
        "direction": -16.31856,
        "energy": 24.872196,
        "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."
    }
  }
}