{
  "ticker": {
    "uuid": "b4567a30-97c7-472e-97e4-850c74125a7f",
    "symbol": "CGNT",
    "name": "Cognyte Software Ltd",
    "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": "3c",
    "phase_label": "Stage 3C \u00b7 Breakdown watch",
    "transition": "stage_3_to_4_watch",
    "transition_label": "Stage 3 \u2192 4 watch",
    "confidence": 96.0,
    "architecture_regime": "balance",
    "architecture_regime_label": "Balance",
    "architecture_modifier": "Upper balance after advance",
    "architecture_gate": "mixed",
    "architecture_direction": 6.161,
    "architecture_energy": 6.399,
    "architecture_maturity": 17.592,
    "architecture_confidence": 45.82,
    "architecture_tenure": "Developing",
    "architecture": {
      "interpretation": {
        "headline": "Directional pressure has compressed into balance.",
        "body": "Trend and Activity are compressed into balance, so neither side has durable control. Prior structure and the next directional change provide context; balance alone is not assumed to be a base."
      },
      "scores": {
        "balance": 65.34,
        "rotation_up": 27.08,
        "upward_expansion": 26.42,
        "deceleration": 67.91,
        "rotation_down": 31.01,
        "downward_expansion": 23.42
      },
      "activity_lines": [
        8.867333,
        8.781818,
        9.123524,
        9.002301
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Stable",
      "price_acceptance": 0.0
    },
    "latest_close": 9.2,
    "trend_reference": 8.8,
    "distance_from_trend": 0.045455,
    "trend_direction": "Weakening",
    "fair_value": 7.930769,
    "distance_from_fair_value": 0.160039,
    "fair_value_direction": "Weakening",
    "relative_strength": -7.944229,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.256831,
    "excess_performance": 0.069377,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.045455,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.005912,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.160039,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.300338,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.079442,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.118861,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.256831,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.571451,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 3451743,
      "relative_activity": 1.069671,
      "balance": 0.571451,
      "dry_up": 0.783026,
      "accumulation_observations": 2,
      "distribution_observations": 5
    },
    "risk": {
      "range_context": 0.12764,
      "annualized_volatility": 0.688283,
      "from_high_reference": -0.25264,
      "from_low_reference": 0.462639
    },
    "levels": {
      "trend_reference": 8.8,
      "fair_value_reference": 7.930769,
      "structural_low": 6.29,
      "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": 10,
        "median_return": -0.006947,
        "positive_rate": 0.4,
        "directional_follow_through": 0.4,
        "median_excess_return": -0.031085,
        "regime_survival": 0.4,
        "best_return": 0.279279,
        "worst_return": -0.214839,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": 0.079734,
        "positive_rate": 0.6,
        "directional_follow_through": 0.6,
        "median_excess_return": -0.00712,
        "regime_survival": 0.4,
        "best_return": 0.292035,
        "worst_return": -0.131406,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 4,
        "median_return": 0.271218,
        "positive_rate": 0.75,
        "directional_follow_through": 0.75,
        "median_excess_return": 0.04842,
        "regime_survival": 0.25,
        "best_return": 0.39115,
        "worst_return": -0.009967,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": 0.470413,
        "positive_rate": 1.0,
        "directional_follow_through": 1.0,
        "median_excess_return": 0.135128,
        "regime_survival": 0.0,
        "best_return": 0.71875,
        "worst_return": 0.222076,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "balance",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
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        "tenure": "Developing",
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        "active": false
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      {
        "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": "Developing",
        "return": -0.034208,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
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        "end": "2025-05-02",
        "tenure": "Developing",
        "return": 0.189904,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "active": false
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      {
        "regime": "rotation_down",
        "label": "Rotation Down",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
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        "end": "2025-12-05",
        "tenure": "Established",
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        "active": false
      },
      {
        "regime": "rotation_up",
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        "regime": "balance",
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      {
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      {
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        "active": true
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      },
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        "date": "2026-05-01",
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        "date": "2026-06-05",
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      },
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      },
      {
        "date": "2026-06-26",
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        "stage": 3,
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        "gate": "mixed",
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      },
      {
        "date": "2026-07-03",
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        "relative_strength": -10.982103,
        "stage": 3,
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      },
      {
        "date": "2026-07-10",
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        "typical_volume": 3146123.65,
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        "fair_value": 7.835449,
        "relative_strength": -13.954598,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": -13.67712,
        "energy": 19.072084,
        "activity_lines": [
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      },
      {
        "date": "2026-07-17",
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        "volume": 2871921,
        "typical_volume": 3148152.5,
        "trend": 8.844333,
        "fair_value": 7.860256,
        "relative_strength": -10.160047,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": -11.498568,
        "energy": 14.910959,
        "activity_lines": [
          8.73,
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          9.206857,
          9.003441
        ]
      },
      {
        "date": "2026-07-24",
        "close": 8.31,
        "volume": 1896021,
        "typical_volume": 3144035.5,
        "trend": 8.811,
        "fair_value": 7.881154,
        "relative_strength": -12.874493,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": -17.987229,
        "energy": 15.342522,
        "activity_lines": [
          8.62,
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          8.968968
        ]
      },
      {
        "date": "2026-07-31",
        "close": 8.94,
        "volume": 1887365,
        "typical_volume": 3146608.65,
        "trend": 8.812333,
        "fair_value": 7.905,
        "relative_strength": -6.346301,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": -9.029229,
        "energy": 9.762926,
        "activity_lines": [
          8.720667,
          8.743091,
          9.115905,
          8.97729
        ]
      },
      {
        "date": "2026-08-07",
        "close": 9.2,
        "volume": 3451743,
        "typical_volume": 3226918.9,
        "trend": 8.8,
        "fair_value": 7.930769,
        "relative_strength": -7.944229,
        "stage": 3,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
        "direction": 6.161357,
        "energy": 6.398512,
        "activity_lines": [
          8.867333,
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          9.123524,
          9.002301
        ]
      }
    ],
    "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."
    }
  }
}