{
  "ticker": {
    "uuid": "e21e93b7-b262-45f9-b467-6a8770117940",
    "symbol": "OSS",
    "name": "One Stop Systems 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": 2,
    "stage_name": "Advancing",
    "phase": "2b",
    "phase_label": "Stage 2B \u00b7 Advancing",
    "transition": "stage_2_healthy",
    "transition_label": "Stage 2 trend intact",
    "confidence": 96.0,
    "architecture_regime": "deceleration",
    "architecture_regime_label": "Deceleration",
    "architecture_modifier": "Recompressing",
    "architecture_gate": "up",
    "architecture_direction": 4.994,
    "architecture_energy": 18.271,
    "architecture_maturity": 56.754,
    "architecture_confidence": 74.051,
    "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": 55.91,
        "rotation_up": 15.67,
        "upward_expansion": 41.33,
        "deceleration": 85.89,
        "rotation_down": 42.97,
        "downward_expansion": 35.33
      },
      "activity_lines": [
        12.770667,
        13.855091,
        14.394167,
        13.373161
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.5
    },
    "latest_close": 13.24,
    "trend_reference": 12.117333,
    "distance_from_trend": 0.09265,
    "trend_direction": "Improving",
    "fair_value": 4.988494,
    "distance_from_fair_value": 1.654108,
    "fair_value_direction": "Weakening",
    "relative_strength": 24.900861,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.4329,
    "excess_performance": 0.245447,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.09265,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.297776,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 1.654108,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -1.328147,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.249009,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.73388,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.4329,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.729584,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 6407037,
      "relative_activity": 0.865469,
      "balance": 0.729584,
      "dry_up": 0.789585,
      "accumulation_observations": 2,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.236446,
      "annualized_volatility": 0.940138,
      "from_high_reference": -0.3659,
      "from_low_reference": 2.17506
    },
    "levels": {
      "trend_reference": 12.117333,
      "fair_value_reference": 4.988494,
      "structural_low": 6.88,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 11,
        "median_return": -0.013514,
        "positive_rate": 0.454545,
        "directional_follow_through": 0.454545,
        "median_excess_return": -0.021677,
        "regime_survival": 0.545455,
        "best_return": 0.812562,
        "worst_return": -0.314189,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": 0.144737,
        "positive_rate": 0.8,
        "directional_follow_through": 0.8,
        "median_excess_return": 0.102815,
        "regime_survival": 0.2,
        "best_return": 1.057915,
        "worst_return": -0.179856,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": 0.915058,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
        "median_excess_return": 0.761444,
        "regime_survival": 0.333333,
        "best_return": 0.935811,
        "worst_return": -0.061151,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 1,
        "median_return": -0.23741,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.314942,
        "regime_survival": 0.0,
        "best_return": -0.23741,
        "worst_return": -0.23741,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-07-26",
        "end": "2024-09-27",
        "tenure": "Developing",
        "return": 0.022026,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-10-04",
        "end": "2024-12-20",
        "tenure": "Developing",
        "return": 0.286307,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-12-27",
        "end": "2025-02-28",
        "tenure": "Developing",
        "return": -0.071006,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-03-07",
        "end": "2025-03-28",
        "tenure": "New",
        "return": -0.185811,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-04-04",
        "end": "2025-05-09",
        "tenure": "Developing",
        "return": 0.285714,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-05-16",
        "end": "2025-05-30",
        "tenure": "New",
        "return": 0.128514,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-06-06",
        "end": "2025-06-13",
        "tenure": "New",
        "return": 0.181538,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2025-06-20",
        "end": "2025-07-18",
        "tenure": "Developing",
        "return": 0.442543,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-07-25",
        "end": "2025-10-10",
        "tenure": "Developing",
        "return": 0.068966,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-10-17",
        "end": "2025-12-12",
        "tenure": "Developing",
        "return": 0.46139,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-12-19",
        "end": "2026-02-27",
        "tenure": "Developing",
        "return": 0.123129,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2026-03-06",
        "end": "2026-05-08",
        "tenure": "Developing",
        "return": 0.864447,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2026-05-15",
        "end": "2026-07-03",
        "tenure": "Developing",
        "return": -0.047359,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2026-07-10",
        "end": "2026-08-07",
        "tenure": "Developing",
        "return": -0.035688,
        "active": true
      }
    ],
    "chart_path": [
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        "date": "2023-08-18",
        "close": 1.77,
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        "typical_volume": 251688.1,
        "trend": 2.764343,
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        "modifier": "Upper balance after advance",
        "gate": "down",
        "direction": -66.970889,
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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": "2026-05-01",
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        "date": "2026-05-15",
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      },
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        "date": "2026-05-22",
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        "date": "2026-06-05",
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      },
      {
        "date": "2026-06-26",
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-10",
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        "typical_volume": 7925693.1,
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        "fair_value": 4.735481,
        "relative_strength": 35.143317,
        "stage": 2,
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        "modifier": "Recompressing",
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      },
      {
        "date": "2026-07-17",
        "close": 12.62,
        "volume": 6248815,
        "typical_volume": 7877674.2,
        "trend": 11.587333,
        "fair_value": 4.798237,
        "relative_strength": 28.270635,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 26.076535,
        "energy": 20.645037,
        "activity_lines": [
          14.400667,
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          14.52081,
          13.201312
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      },
      {
        "date": "2026-07-24",
        "close": 12.49,
        "volume": 5405736,
        "typical_volume": 7859079.1,
        "trend": 11.764,
        "fair_value": 4.860032,
        "relative_strength": 27.449181,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 17.122121,
        "energy": 20.010463,
        "activity_lines": [
          13.449333,
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          14.479405,
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      },
      {
        "date": "2026-07-31",
        "close": 12.23,
        "volume": 5319487,
        "typical_volume": 7774063.0,
        "trend": 11.945,
        "fair_value": 4.918814,
        "relative_strength": 22.657761,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 2.277565,
        "energy": 17.208266,
        "activity_lines": [
          12.808,
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          14.39381,
          13.289613
        ]
      },
      {
        "date": "2026-08-07",
        "close": 13.24,
        "volume": 6407037,
        "typical_volume": 7402961.85,
        "trend": 12.117333,
        "fair_value": 4.988494,
        "relative_strength": 24.900861,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 4.993747,
        "energy": 18.271312,
        "activity_lines": [
          12.770667,
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          13.373161
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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."
    }
  }
}