{
  "ticker": {
    "uuid": "7c8a61a9-84e8-470c-a4e4-f01c98dac413",
    "symbol": "BOSC",
    "name": "BOS Better Online Solutions",
    "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": "4b",
    "phase_label": "Stage 4B \u00b7 Declining",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -33.204,
    "architecture_energy": 15.414,
    "architecture_maturity": 46.51,
    "architecture_confidence": 80.117,
    "architecture_tenure": "Developing",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 44.46,
        "rotation_up": 26.6,
        "upward_expansion": 19.23,
        "deceleration": 40.11,
        "rotation_down": 32.55,
        "downward_expansion": 57.9
      },
      "activity_lines": [
        4.389333,
        4.363818,
        4.390952,
        4.470774
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": -0.333333
    },
    "latest_close": 4.42,
    "trend_reference": 4.577,
    "distance_from_trend": -0.034302,
    "trend_direction": "Weakening",
    "fair_value": 3.780254,
    "distance_from_fair_value": 0.169234,
    "fair_value_direction": "Weakening",
    "relative_strength": -17.732375,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.097959,
    "excess_performance": -0.285413,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.034302,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.023469,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.169234,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.063912,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.177324,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.029201,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.097959,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.596515,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 223095,
      "relative_activity": 0.939114,
      "balance": 0.596515,
      "dry_up": 0.528572,
      "accumulation_observations": 1,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.069612,
      "annualized_volatility": 0.24585,
      "from_high_reference": -0.342262,
      "from_low_reference": 0.163158
    },
    "levels": {
      "trend_reference": 4.577,
      "fair_value_reference": 3.780254,
      "structural_low": 3.8,
      "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": 18,
        "median_return": -0.001244,
        "positive_rate": 0.5,
        "directional_follow_through": 0.5,
        "median_excess_return": 0.009267,
        "regime_survival": 0.777778,
        "best_return": 0.173655,
        "worst_return": -0.216297,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 6,
        "median_return": 0.031186,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.333333,
        "median_excess_return": 0.015949,
        "regime_survival": 0.333333,
        "best_return": 0.280795,
        "worst_return": -0.325524,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 5,
        "median_return": 0.053544,
        "positive_rate": 0.6,
        "directional_follow_through": 0.4,
        "median_excess_return": -0.108978,
        "regime_survival": 0.4,
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        "worst_return": -0.401272,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
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        "positive_rate": 0.666667,
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        "median_excess_return": -0.107199,
        "regime_survival": 0.333333,
        "best_return": 0.264368,
        "worst_return": -0.369214,
        "sufficient": false
      }
    ],
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        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2023-11-03",
        "end": "2023-12-01",
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        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
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        "end": "2024-02-23",
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        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
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        "tenure": "Established",
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        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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      },
      {
        "regime": "balance",
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      {
        "regime": "upward_expansion",
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        "end": "2025-03-21",
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        "return": 0.140452,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-05-30",
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        "return": 0.153061,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "return": 0.088889,
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      {
        "regime": "deceleration",
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        "active": false
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      {
        "regime": "downward_expansion",
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      {
        "date": "2026-05-01",
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        "modifier": "Balance after decline",
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      },
      {
        "date": "2026-05-08",
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      },
      {
        "date": "2026-05-15",
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        "stage": 4,
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        "activity_lines": [
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      },
      {
        "date": "2026-05-22",
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        "typical_volume": 263808.7,
        "trend": 4.748333,
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        "energy": 38.123886,
        "activity_lines": [
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      },
      {
        "date": "2026-05-29",
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      },
      {
        "date": "2026-06-05",
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        "trend": 4.649333,
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        "relative_strength": -25.509966,
        "stage": 4,
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      },
      {
        "date": "2026-06-12",
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        "typical_volume": 279646.0,
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      },
      {
        "date": "2026-06-19",
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      },
      {
        "date": "2026-06-26",
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        "typical_volume": 269987.05,
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        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -51.218593,
        "energy": 30.821441,
        "activity_lines": [
          4.353333,
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      },
      {
        "date": "2026-07-03",
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        "volume": 110430,
        "typical_volume": 255515.2,
        "trend": 4.612667,
        "fair_value": 3.756314,
        "relative_strength": -21.147627,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -43.259168,
        "energy": 24.213027,
        "activity_lines": [
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      },
      {
        "date": "2026-07-10",
        "close": 4.24,
        "volume": 174359,
        "typical_volume": 256707.3,
        "trend": 4.612333,
        "fair_value": 3.762989,
        "relative_strength": -23.3695,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -47.458732,
        "energy": 26.041993,
        "activity_lines": [
          4.335333,
          4.327636,
          4.447048,
          4.529763
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      },
      {
        "date": "2026-07-17",
        "close": 4.24,
        "volume": 88028,
        "typical_volume": 254524.15,
        "trend": 4.609,
        "fair_value": 3.766835,
        "relative_strength": -19.392771,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -55.65694,
        "energy": 30.841097,
        "activity_lines": [
          4.3,
          4.306182,
          4.417714,
          4.505742
        ]
      },
      {
        "date": "2026-07-24",
        "close": 4.34,
        "volume": 79684,
        "typical_volume": 243910.75,
        "trend": 4.599667,
        "fair_value": 3.770297,
        "relative_strength": -15.601555,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -50.994478,
        "energy": 31.250034,
        "activity_lines": [
          4.302,
          4.308545,
          4.399524,
          4.488387
        ]
      },
      {
        "date": "2026-07-31",
        "close": 4.5,
        "volume": 111461,
        "typical_volume": 238106.25,
        "trend": 4.593333,
        "fair_value": 3.775767,
        "relative_strength": -12.456683,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -35.445854,
        "energy": 20.84208,
        "activity_lines": [
          4.358667,
          4.343273,
          4.398429,
          4.481957
        ]
      },
      {
        "date": "2026-08-07",
        "close": 4.42,
        "volume": 223095,
        "typical_volume": 237559.05,
        "trend": 4.577,
        "fair_value": 3.780254,
        "relative_strength": -17.732375,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -33.204194,
        "energy": 15.413786,
        "activity_lines": [
          4.389333,
          4.363818,
          4.390952,
          4.470774
        ]
      }
    ],
    "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."
    }
  }
}