{
  "ticker": {
    "uuid": "9881f81b-838e-45d3-b90e-a26460af1680",
    "symbol": "RSSS",
    "name": "Research Solutions 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": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -57.829,
    "architecture_energy": 45.051,
    "architecture_maturity": 28.328,
    "architecture_confidence": 96,
    "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": 29.45,
        "rotation_up": 16.95,
        "upward_expansion": 7.73,
        "deceleration": 42.59,
        "rotation_down": 55.98,
        "downward_expansion": 81.06
      },
      "activity_lines": [
        2.195333,
        2.233091,
        2.289,
        2.330065
      ],
      "activity_state": "Moderate",
      "activity_direction": "Expanding",
      "rotation_direction": "Weakening",
      "price_acceptance": -0.666667
    },
    "latest_close": 2.16,
    "trend_reference": 2.411,
    "distance_from_trend": -0.104106,
    "trend_direction": "Weakening",
    "fair_value": 2.81391,
    "distance_from_fair_value": -0.232385,
    "fair_value_direction": "Weakening",
    "relative_strength": -31.472698,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.169231,
    "excess_performance": -0.356684,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.104106,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.093495,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.232385,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.16034,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.314727,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.067269,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.169231,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.381066,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 112556,
      "relative_activity": 0.408906,
      "balance": 0.381066,
      "dry_up": 0.516264,
      "accumulation_observations": 2,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.100068,
      "annualized_volatility": 0.25508,
      "from_high_reference": -0.475728,
      "from_low_reference": 0.08
    },
    "levels": {
      "trend_reference": 2.411,
      "fair_value_reference": 2.81391,
      "structural_low": 2.0,
      "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": 22,
        "median_return": -0.002825,
        "positive_rate": 0.454545,
        "directional_follow_through": 0.5,
        "median_excess_return": -0.014367,
        "regime_survival": 0.863636,
        "best_return": 0.104712,
        "worst_return": -0.161137,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 7,
        "median_return": -0.071395,
        "positive_rate": 0.142857,
        "directional_follow_through": 0.857143,
        "median_excess_return": -0.098487,
        "regime_survival": 0.571429,
        "best_return": 0.039216,
        "worst_return": -0.146718,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 5,
        "median_return": 0.076885,
        "positive_rate": 0.6,
        "directional_follow_through": 0.4,
        "median_excess_return": 0.096852,
        "regime_survival": 0.4,
        "best_return": 0.619608,
        "worst_return": -0.219081,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": -0.061135,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.666667,
        "median_excess_return": 0.064852,
        "regime_survival": 0.666667,
        "best_return": 0.192157,
        "worst_return": -0.240132,
        "sufficient": false
      }
    ],
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        "regime": "rotation_down",
        "label": "Rotation Down",
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        "end": "2024-06-28",
        "tenure": "New",
        "return": 0.0,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2024-07-05",
        "end": "2024-08-23",
        "tenure": "Developing",
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      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "tenure": "Established",
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        "active": false
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      {
        "regime": "upward_expansion",
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      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "tenure": "New",
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        "active": false
      },
      {
        "regime": "rotation_down",
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        "active": false
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        "regime": "downward_expansion",
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        "active": false
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      {
        "regime": "balance",
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        "return": 0.192029,
        "active": false
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      {
        "regime": "upward_expansion",
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        "active": false
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      {
        "regime": "deceleration",
        "label": "Deceleration",
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      },
      {
        "date": "2026-05-01",
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        "fair_value": 2.798397,
        "relative_strength": -20.533544,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
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        "energy": 18.860713,
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      },
      {
        "date": "2026-05-08",
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        "typical_volume": 281414.15,
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      },
      {
        "date": "2026-05-15",
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        "typical_volume": 320087.0,
        "trend": 2.729667,
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        "relative_strength": -29.954768,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
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        "energy": 14.191576,
        "activity_lines": [
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      },
      {
        "date": "2026-05-22",
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        "typical_volume": 346796.75,
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      },
      {
        "date": "2026-05-29",
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      },
      {
        "date": "2026-06-05",
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        "typical_volume": 359614.55,
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        "stage": 4,
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      },
      {
        "date": "2026-06-12",
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      },
      {
        "date": "2026-06-26",
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        "stage": 4,
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        "modifier": "Early contraction",
        "gate": "down",
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        "energy": 30.770549,
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      },
      {
        "date": "2026-07-03",
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        "volume": 146627,
        "typical_volume": 347129.05,
        "trend": 2.528667,
        "fair_value": 2.810577,
        "relative_strength": -28.356069,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
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        "direction": -46.758891,
        "energy": 25.213824,
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      },
      {
        "date": "2026-07-10",
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        "volume": 146490,
        "typical_volume": 307601.2,
        "trend": 2.506333,
        "fair_value": 2.812179,
        "relative_strength": -28.984855,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -35.683983,
        "energy": 20.380352,
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          2.304667,
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      },
      {
        "date": "2026-07-17",
        "close": 2.21,
        "volume": 131360,
        "typical_volume": 292938.05,
        "trend": 2.483667,
        "fair_value": 2.813269,
        "relative_strength": -28.604931,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -52.254391,
        "energy": 27.67172,
        "activity_lines": [
          2.272667,
          2.276727,
          2.337952,
          2.382925
        ]
      },
      {
        "date": "2026-07-24",
        "close": 2.2,
        "volume": 116183,
        "typical_volume": 287904.15,
        "trend": 2.46,
        "fair_value": 2.814231,
        "relative_strength": -27.248352,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -53.089646,
        "energy": 29.763939,
        "activity_lines": [
          2.245333,
          2.262,
          2.322095,
          2.364624
        ]
      },
      {
        "date": "2026-07-31",
        "close": 2.2,
        "volume": 208331,
        "typical_volume": 287419.9,
        "trend": 2.435667,
        "fair_value": 2.81391,
        "relative_strength": -27.137302,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -53.632892,
        "energy": 36.974465,
        "activity_lines": [
          2.224,
          2.250727,
          2.30719,
          2.347849
        ]
      },
      {
        "date": "2026-08-07",
        "close": 2.16,
        "volume": 112556,
        "typical_volume": 275261.5,
        "trend": 2.411,
        "fair_value": 2.81391,
        "relative_strength": -31.472698,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -57.828696,
        "energy": 45.051301,
        "activity_lines": [
          2.195333,
          2.233091,
          2.289,
          2.330065
        ]
      }
    ],
    "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."
    }
  }
}