{
  "ticker": {
    "uuid": "136a8eda-76c7-4331-bbd4-d96510c8b434",
    "symbol": "HFFG",
    "name": "Hf Foods 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": 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": "Early contraction",
    "architecture_gate": "down",
    "architecture_direction": -61.914,
    "architecture_energy": 63.392,
    "architecture_maturity": 25.017,
    "architecture_confidence": 90.787,
    "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": 9.89,
        "rotation_up": 12.43,
        "upward_expansion": 13.57,
        "deceleration": 38.83,
        "rotation_down": 69.05,
        "downward_expansion": 89.24
      },
      "activity_lines": [
        1.560333,
        1.635818,
        1.758333,
        1.810925
      ],
      "activity_state": "Wide",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.833333
    },
    "latest_close": 1.56,
    "trend_reference": 1.863167,
    "distance_from_trend": -0.162716,
    "trend_direction": "Weakening",
    "fair_value": 3.168494,
    "distance_from_fair_value": -0.507652,
    "fair_value_direction": "Weakening",
    "relative_strength": -38.828048,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.082353,
    "excess_performance": -0.269807,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.162716,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.107394,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.507652,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.062959,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.38828,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.016797,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.082353,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.464066,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 650940,
      "relative_activity": 0.670921,
      "balance": 0.464066,
      "dry_up": 0.614414,
      "accumulation_observations": 2,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.144107,
      "annualized_volatility": 0.701928,
      "from_high_reference": -0.596899,
      "from_low_reference": 0.130435
    },
    "levels": {
      "trend_reference": 1.863167,
      "fair_value_reference": 3.168494,
      "structural_low": 1.38,
      "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": 32,
        "median_return": -0.016299,
        "positive_rate": 0.375,
        "directional_follow_through": 0.59375,
        "median_excess_return": -0.047662,
        "regime_survival": 0.78125,
        "best_return": 1.287958,
        "worst_return": -0.281955,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 12,
        "median_return": -0.067299,
        "positive_rate": 0.416667,
        "directional_follow_through": 0.583333,
        "median_excess_return": -0.004835,
        "regime_survival": 0.666667,
        "best_return": 0.466165,
        "worst_return": -0.338235,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 7,
        "median_return": 0.005181,
        "positive_rate": 0.714286,
        "directional_follow_through": 0.285714,
        "median_excess_return": -0.144687,
        "regime_survival": 0.428571,
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        "worst_return": -0.405941,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
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        "positive_rate": 0.666667,
        "directional_follow_through": 0.333333,
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        "regime_survival": 0.333333,
        "best_return": 0.248571,
        "worst_return": -0.037313,
        "sufficient": false
      }
    ],
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        "regime": "downward_expansion",
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        "color": "red",
        "start": "2024-03-29",
        "end": "2024-07-19",
        "tenure": "Established",
        "return": -0.034286,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "tenure": "Established",
        "return": 0.05988,
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      },
      {
        "regime": "upward_expansion",
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        "regime": "rotation_down",
        "label": "Rotation Down",
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        "active": false
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      },
      {
        "date": "2026-05-01",
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        "typical_volume": 832706.65,
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        "fair_value": 3.414679,
        "relative_strength": -38.56709,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
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      },
      {
        "date": "2026-05-08",
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      },
      {
        "date": "2026-05-15",
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        "fair_value": 3.392436,
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        "activity_lines": [
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      },
      {
        "date": "2026-05-22",
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        "typical_volume": 886403.5,
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        "energy": 14.947914,
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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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        "fair_value": 3.305321,
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        "stage": 4,
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        "modifier": "Balance after decline",
        "gate": "down",
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        "energy": 55.630801,
        "activity_lines": [
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          1.937398
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      },
      {
        "date": "2026-07-03",
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        "typical_volume": 1117167.55,
        "trend": 1.988,
        "fair_value": 3.283333,
        "relative_strength": -33.258755,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
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        "energy": 48.087617,
        "activity_lines": [
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      },
      {
        "date": "2026-07-10",
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        "volume": 661601,
        "typical_volume": 1108818.5,
        "trend": 1.957,
        "fair_value": 3.263141,
        "relative_strength": -39.822365,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -67.199001,
        "energy": 58.831522,
        "activity_lines": [
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          1.885,
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      },
      {
        "date": "2026-07-17",
        "close": 1.65,
        "volume": 284275,
        "typical_volume": 1047138.1,
        "trend": 1.931667,
        "fair_value": 3.24,
        "relative_strength": -35.785201,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -64.497647,
        "energy": 62.353789,
        "activity_lines": [
          1.697333,
          1.774182,
          1.857619,
          1.882602
        ]
      },
      {
        "date": "2026-07-24",
        "close": 1.555,
        "volume": 605993,
        "typical_volume": 1035195.8,
        "trend": 1.9085,
        "fair_value": 3.216635,
        "relative_strength": -37.493269,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -69.56118,
        "energy": 63.454028,
        "activity_lines": [
          1.639,
          1.722364,
          1.823286,
          1.858301
        ]
      },
      {
        "date": "2026-07-31",
        "close": 1.5,
        "volume": 843256,
        "typical_volume": 1022321.55,
        "trend": 1.885833,
        "fair_value": 3.192276,
        "relative_strength": -39.178553,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -71.024442,
        "energy": 68.945196,
        "activity_lines": [
          1.584667,
          1.669,
          1.786452,
          1.831946
        ]
      },
      {
        "date": "2026-08-07",
        "close": 1.56,
        "volume": 650940,
        "typical_volume": 970218.35,
        "trend": 1.863167,
        "fair_value": 3.168494,
        "relative_strength": -38.828048,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -61.913735,
        "energy": 63.391885,
        "activity_lines": [
          1.560333,
          1.635818,
          1.758333,
          1.810925
        ]
      }
    ],
    "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."
    }
  }
}