{
  "ticker": {
    "uuid": "ef66c7c0-e268-4dbd-b568-874b27e1ba6c",
    "symbol": "RBBN",
    "name": "Ribbon Communications 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": 4,
    "stage_name": "Declining",
    "phase": "4a",
    "phase_label": "Stage 4A \u00b7 Breakdown",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "rotation_down",
    "architecture_regime_label": "Rotation Down",
    "architecture_modifier": "Structural failure",
    "architecture_gate": "down",
    "architecture_direction": -57.807,
    "architecture_energy": 47.894,
    "architecture_maturity": 17.08,
    "architecture_confidence": 86.386,
    "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": 27.77,
        "rotation_up": 12.29,
        "upward_expansion": 7.81,
        "deceleration": 43.7,
        "rotation_down": 63.02,
        "downward_expansion": 81.14
      },
      "activity_lines": [
        2.134,
        2.208182,
        2.40581,
        2.409828
      ],
      "activity_state": "Moderate",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.666667
    },
    "latest_close": 2.14,
    "trend_reference": 2.414,
    "distance_from_trend": -0.113505,
    "trend_direction": "Weakening",
    "fair_value": 3.154199,
    "distance_from_fair_value": -0.321539,
    "fair_value_direction": "Weakening",
    "relative_strength": -34.475096,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.091837,
    "excess_performance": -0.095617,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.113505,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.076393,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.321539,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.191832,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.344751,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.067025,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.091837,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.70587,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 3287226,
      "relative_activity": 0.753349,
      "balance": 0.70587,
      "dry_up": 0.977685,
      "accumulation_observations": 3,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.164403,
      "annualized_volatility": 0.497731,
      "from_high_reference": -0.495283,
      "from_low_reference": 0.188889
    },
    "levels": {
      "trend_reference": 2.414,
      "fair_value_reference": 3.154199,
      "structural_low": 1.87,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 4,
        "median_return": 0.012203,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.049885,
        "regime_survival": 0.25,
        "best_return": 0.171429,
        "worst_return": -0.088278,
        "sufficient": false
      },
      {
        "horizon": "Intermediate",
        "sample_count": 3,
        "median_return": 0.147727,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.06035,
        "regime_survival": 0.0,
        "best_return": 0.160637,
        "worst_return": -0.379747,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": -0.120253,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.666667,
        "median_excess_return": -0.288365,
        "regime_survival": 0.0,
        "best_return": 0.041968,
        "worst_return": -0.219697,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.042168,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.396631,
        "regime_survival": 0.0,
        "best_return": 0.200758,
        "worst_return": -0.285094,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-07-19",
        "end": "2024-08-09",
        "tenure": "New",
        "return": -0.205405,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-08-16",
        "end": "2024-10-25",
        "tenure": "Developing",
        "return": 0.15625,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-11-01",
        "end": "2025-04-04",
        "tenure": "Established",
        "return": -0.076503,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-04-11",
        "end": "2025-05-09",
        "tenure": "Developing",
        "return": -0.088278,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-05-16",
        "end": "2025-06-20",
        "tenure": "Developing",
        "return": 0.068871,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-06-27",
        "end": "2025-07-04",
        "tenure": "New",
        "return": 0.060759,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2025-07-11",
        "end": "2025-08-01",
        "tenure": "New",
        "return": -0.102244,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-08-08",
        "end": "2025-10-31",
        "tenure": "Established",
        "return": -0.113456,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-11-07",
        "end": "2025-11-14",
        "tenure": "New",
        "return": -0.025316,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-11-21",
        "end": "2026-04-24",
        "tenure": "Established",
        "return": 0.010909,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-05-01",
        "end": "2026-05-08",
        "tenure": "New",
        "return": 0.010909,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2026-05-15",
        "end": "2026-06-19",
        "tenure": "Developing",
        "return": -0.003891,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-06-26",
        "end": "2026-07-10",
        "tenure": "New",
        "return": 0.054545,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2026-07-17",
        "end": "2026-08-07",
        "tenure": "New",
        "return": -0.027273,
        "active": true
      }
    ],
    "chart_path": [
      {
        "date": "2023-08-18",
        "close": 2.88,
        "volume": 1236563,
        "typical_volume": 2947383.55,
        "trend": 3.200667,
        "fair_value": 4.711218,
        "relative_strength": -18.126443,
        "stage": 4,
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        "modifier": "Balance after decline",
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        "activity_lines": [
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      },
      {
        "date": "2023-08-25",
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      },
      {
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      },
      {
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      },
      {
        "date": "2023-09-15",
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      },
      {
        "date": "2023-09-22",
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      },
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      },
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      },
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      },
      {
        "date": "2026-05-01",
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      },
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        "date": "2026-05-15",
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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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        "modifier": "Upper balance after advance",
        "gate": "mixed",
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      },
      {
        "date": "2026-07-03",
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        "volume": 2546066,
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        "modifier": "Upper balance after advance",
        "gate": "mixed",
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      },
      {
        "date": "2026-07-10",
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        "typical_volume": 4421114.4,
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        "fair_value": 3.180737,
        "relative_strength": -33.45906,
        "stage": 4,
        "regime": "balance",
        "modifier": "Upper balance after advance",
        "gate": "mixed",
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        "energy": 30.878431,
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      },
      {
        "date": "2026-07-17",
        "close": 2.2,
        "volume": 5101690,
        "typical_volume": 4310167.65,
        "trend": 2.491333,
        "fair_value": 3.172788,
        "relative_strength": -33.064851,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -32.984778,
        "energy": 44.16996,
        "activity_lines": [
          2.244,
          2.416727,
          2.514762,
          2.480538
        ]
      },
      {
        "date": "2026-07-24",
        "close": 2.01,
        "volume": 3671601,
        "typical_volume": 4299166.7,
        "trend": 2.46,
        "fair_value": 3.164776,
        "relative_strength": -36.867025,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -42.68126,
        "energy": 56.78817,
        "activity_lines": [
          2.152667,
          2.320727,
          2.46981,
          2.449484
        ]
      },
      {
        "date": "2026-07-31",
        "close": 2.14,
        "volume": 5003934,
        "typical_volume": 4357562.35,
        "trend": 2.434667,
        "fair_value": 3.159071,
        "relative_strength": -32.194692,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Supply rotation",
        "gate": "mixed",
        "direction": -32.476829,
        "energy": 45.977526,
        "activity_lines": [
          2.141333,
          2.258545,
          2.437905,
          2.428839
        ]
      },
      {
        "date": "2026-08-07",
        "close": 2.14,
        "volume": 3287226,
        "typical_volume": 4363483.2,
        "trend": 2.414,
        "fair_value": 3.154199,
        "relative_strength": -34.475096,
        "stage": 4,
        "regime": "rotation_down",
        "modifier": "Structural failure",
        "gate": "down",
        "direction": -57.806712,
        "energy": 47.894013,
        "activity_lines": [
          2.134,
          2.208182,
          2.40581,
          2.409828
        ]
      }
    ],
    "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."
    }
  }
}