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Market Case · 2026-08-21

Day 36

Day 36
9/9 Steps

Regime · Hypothesis

R0 Regime
AI Expansion (82.0%)
Hypothesis
AI/Semiconductor leads index today; macro is secondary variable
ID
H-2026-08-21-001

Labels · Attribution

真正 Driver
AI/Semiconductor
Hypothesis 结果
部分对
Scenario 预测
A
Scenario 实际
B
Scenario 命中
✗
AI 贡献
52%
Bond
21%

Surprise · Lesson

Surprise:No major surprises vs typical driver mix

Lesson:AI Expansion Regime 下,单日 SMH/NVDA 抛售可压过 Macro 利好,指数分化(Dow+ / QQQ-)比「大盘涨跌」更有信息量

Evidence / Counter

Evidence

  • VIX=15.5 (low fear)
  • VIX↓ -3.2% (risk-on)
  • SMH +1.4%

Counter

  • Breadth 29% (narrow market)

Step 快捷入口

原始 JSON
{
  "date": "2026-08-21",
  "features": {
    "dgs10": 4.65,
    "dgs2": null,
    "vix": 15.5,
    "vix_chg": -3.19,
    "qqq_chg": -0.41,
    "smh_chg": -0.2,
    "nvda_chg": -1.27,
    "spy_chg": 0.0,
    "oil_chg": 0.0,
    "dxy_chg": -0.24,
    "breadth_proxy": 0.2857142857142857,
    "qqq_gap": -0.21,
    "news_headline_count": 15,
    "news_bearish_ratio": null,
    "news_ai_mentions": 4,
    "news_macro_mentions": 0,
    "news_oil_mentions": 0,
    "news_risk_mentions": 1
  },
  "regime": {
    "label": "AI Expansion",
    "confidence": 0.82
  },
  "hypothesis": {
    "id": "H-2026-08-21-001",
    "statement": "AI/Semiconductor leads index today; macro is secondary variable",
    "evidence": [
      "VIX=15.5 (low fear)",
      "VIX↓ -3.2% (risk-on)",
      "SMH +1.4%"
    ],
    "counter_evidence": [
      "Breadth 29% (narrow market)"
    ],
    "confidence": 0.76,
    "status": "待验证"
  },
  "morning": {
    "bias": "Neutral",
    "total": 1,
    "driver_type": "Political",
    "daily_driver": "Geopolitical Risk",
    "best_opportunity": {
      "direction": "LONG",
      "symbol": "MU",
      "instrument": "Stock",
      "horizon": "Intraday",
      "confidence": 76,
      "confidence_stars": "★★★☆☆",
      "entry": "Above 979.9 (VWAP)",
      "entry_source": "vwap",
      "entry_price": 979.94,
      "stop": "969.3 (ORB低点)",
      "stop_source": "orb_low",
      "stop_price": 969.26,
      "target": "1002.5 (预期收盘)",
      "target_source": "expected_close",
      "target_price": 1002.5,
      "target_action": "卖出/获利",
      "targets": [
        "1002.5 (预期收盘)"
      ],
      "duration": "Intraday",
      "why": [
        "RS vs QQQ +5.08%",
        "RS vs SMH +3.49%",
        "Volume 信号",
        "VIX 回落"
      ],
      "why_chain": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落",
      "why_vs_runner_up": "MU RS +5.1% vs ARM +2.1%;ER 1.8% vs 0.7%;relative strength",
      "factor_breakdown": {
        "relative_strength_vs_qqq": 5.08,
        "relative_strength_vs_smh": 3.49,
        "relative_weakness_score": -7.17,
        "gap_pct": 4.9,
        "beta_proxy": null,
        "volume_signal": true,
        "news_count": 0,
        "extended_gap_penalty": 0.0,
        "vix_change_pct": -3.19,
        "prior_day_change_pct": 0.0
      },
      "edge_type": "Sector Edge",
      "score_formula_display": "final = win_prob(76%) × ER(1.8%) × rr_weight(0.5) / 100",
      "win_prob": 76.0,
      "win_prob_breakdown": {
        "components": [
          {
            "factor": "Base",
            "key": "base",
            "points": 50.0
          },
          {
            "factor": "RS",
            "key": "rs",
            "points": 18.0
          },
          {
            "factor": "Volume",
            "key": "volume",
            "points": 4.0
          },
          {
            "factor": "Macro",
            "key": "macro",
            "points": 4.0
          }
        ],
        "total": 76.0,
        "raw_total": 76.0,
        "was_clamped": false
      },
      "expected_return_pct": 2.3,
      "expected_move": "+2.30%",
      "return_calculation": "(1002.5-979.94)/979.94=2.30%",
      "trade_summary_cn": "做多 MU:在 979.94 附近入场,目标 1002.5,预期 +2.30%",
      "risk_reward": 2.11,
      "rr_display": {
        "reward_risk_ratio": 2.11,
        "risk_reward_ratio": 0.47,
        "reward_per_share": 22.56,
        "risk_per_share": 10.68,
        "label_reward_risk": "Reward/Risk 2.11",
        "label_risk_reward": "Risk:Reward 1:0.47",
        "display": "Reward/Risk 2.11 · Risk:Reward 1:0.47",
        "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
      },
      "entry_zone": {
        "low": 977.0,
        "high": 982.88,
        "mid": 979.94,
        "anchors": [
          {
            "source": "vwap",
            "label": "VWAP",
            "price": 979.94
          }
        ],
        "display": "Entry Zone 977–983",
        "entry_source": "vwap",
        "tolerance_pct": 0.3
      },
      "rank_summary": "MU ranked #1 because weakest RS + largest expected range + highest probability",
      "win_prob_source": "rules",
      "calibration": {
        "calibrated_win_prob": 76.0,
        "sample_size": 0,
        "confidence_interval": null,
        "source": "rules_fallback",
        "match_quality": "insufficient",
        "win_prob_source": "rules",
        "disclaimer": "No historical matches; using rules breakdown"
      },
      "similar_days": null,
      "ev_distribution": {
        "expected_value_usd": 131.24,
        "win_scenario_usd": 203.04,
        "loss_scenario_usd": 96.12,
        "win_prob_pct": 76.0,
        "display": "EV $+131 (win +$203 @ 76.0% · loss -$96)"
      },
      "final_score": 0.69,
      "level_anchors": {
        "vwap": 979.94,
        "orb_high": 986.82,
        "orb_low": 969.26,
        "prev_high": 937.11,
        "prev_low": 937.11,
        "prior_close": 937.11,
        "orb_from_minute": true
      },
      "level_reasons": {
        "entry": {
          "price": 979.94,
          "source": "vwap",
          "confidence": 89,
          "reasons": [
            {
              "source": "vwap",
              "label": "VWAP",
              "price": 979.94,
              "weight_pct": 70.0,
              "matched": true,
              "primary": true
            },
            {
              "source": "current",
              "label": "Above Current",
              "price": 984.51,
              "weight_pct": 30.0,
              "matched": true,
              "primary": false
            }
          ]
        },
        "stop": {
          "price": 969.26,
          "source": "orb_low",
          "confidence": 77,
          "reasons": [
            {
              "source": "orb_low",
              "label": "ORB Low",
              "price": 969.26,
              "weight_pct": 100.0,
              "matched": true,
              "primary": true
            }
          ]
        },
        "target": {
          "price": 1002.5,
          "source": "expected_close",
          "confidence": 77,
          "reasons": [
            {
              "source": "expected_close",
              "label": "Expected Close",
              "price": 1002.5,
              "weight_pct": 100.0,
              "matched": true,
              "primary": true
            }
          ]
        }
      },
      "trade_economics": {
        "account_size": 10000.0,
        "risk_pct": 1.0,
        "position_pct": 88.2,
        "shares": 9,
        "contracts": 1,
        "max_loss_usd": 96.12,
        "win_usd": 203.04,
        "loss_usd": 96.12,
        "expected_value_usd": 131.24,
        "risk_per_share": 10.68,
        "reward_per_share": 22.56,
        "rr_display": {
          "reward_risk_ratio": 2.11,
          "risk_reward_ratio": 0.47,
          "reward_per_share": 22.56,
          "risk_per_share": 10.68,
          "label_reward_risk": "Reward/Risk 2.11",
          "label_risk_reward": "Risk:Reward 1:0.47",
          "display": "Reward/Risk 2.11 · Risk:Reward 1:0.47",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "size_label": "Small",
        "display": "$10,000 → Win +$203 / Loss -$96"
      },
      "position_sizing": {
        "risk_pct": 1.0,
        "position_pct": 88.2,
        "contracts": 1,
        "shares": 9,
        "max_loss_usd": 96.12,
        "size_label": "Small",
        "display": "Risk 1.0% → Position 88.2% → 1 unit(s) → Max Loss $96.12"
      },
      "why_wins_today": [
        {
          "rank": 1,
          "dimension": "relative_strength",
          "label": "Highest Relative Strength",
          "primary_value": 5.08,
          "runner_up_value": 2.15,
          "wins": true
        },
        {
          "rank": 2,
          "dimension": "expected_range",
          "label": "Largest Expected Range",
          "primary_value": 3.66,
          "runner_up_value": 2.5,
          "wins": true
        },
        {
          "rank": 3,
          "dimension": "win_prob",
          "label": "Highest Probability",
          "primary_value": 76.0,
          "runner_up_value": 76.0,
          "wins": true
        },
        {
          "rank": 4,
          "dimension": "risk_reward",
          "label": "Best Risk Reward",
          "primary_value": 2.11,
          "runner_up_value": 0.62,
          "wins": true
        }
      ],
      "why_not_alternatives": [
        {
          "symbol": "ARM",
          "rank": 2,
          "reasons": [
            "ER 2.3% vs 0.7%",
            "Score 0.69 vs 0.26",
            "RS +5.1% vs +2.1%",
            "R:R 2.11 vs 0.44",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over ARM: ER 2.3% vs 0.7% · Score 0.69 vs 0.26 · RS +5.1% vs +2.1% · R:R 2.11 vs 0.44 · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "AMD",
          "rank": 3,
          "reasons": [
            "Win% 76 vs 70",
            "ER 2.3% vs 0.5%",
            "Score 0.69 vs 0.18",
            "RS +5.1% vs +1.8%",
            "R:R 2.11 vs 0.48",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over AMD: Win% 76 vs 70 · ER 2.3% vs 0.5% · Score 0.69 vs 0.18 · RS +5.1% vs +1.8% · R:R 2.11 vs 0.48 · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "AVGO",
          "rank": 4,
          "reasons": [
            "Win% 76 vs 70",
            "ER 2.3% vs 0.5%",
            "Score 0.69 vs 0.17",
            "RS +5.1% vs +1.7%",
            "R:R 2.11 vs 0.4",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over AVGO: Win% 76 vs 70 · ER 2.3% vs 0.5% · Score 0.69 vs 0.17 · RS +5.1% vs +1.7% · R:R 2.11 vs 0.4 · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "SMH",
          "rank": 5,
          "reasons": [
            "Win% 76 vs 75",
            "ER 2.3% vs 0.4%",
            "Score 0.69 vs 0.16",
            "RS +5.1% vs +1.6%",
            "R:R 2.11 vs 0.4",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over SMH: Win% 76 vs 75 · ER 2.3% vs 0.4% · Score 0.69 vs 0.16 · RS +5.1% vs +1.6% · R:R 2.11 vs 0.4 · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "META",
          "rank": 6,
          "reasons": [
            "Win% 76 vs 75",
            "ER 2.3% vs 0.2%",
            "Score 0.69 vs 0.07",
            "RS +5.1% vs +0.7%",
            "R:R 2.11 vs 0.62",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over META: Win% 76 vs 75 · ER 2.3% vs 0.2% · Score 0.69 vs 0.07 · RS +5.1% vs +0.7% · R:R 2.11 vs 0.62 · Tradeable (Small) vs Pass"
        }
      ],
      "avoid": [],
      "one_liner": "做多 MU:在 979.94 附近入场,目标 1002.5,预期 +2.30%",
      "p16_gate": "No Trade",
      "advisory": true
    },
    "best_trades": {
      "primary": {
        "rank": 1,
        "symbol": "MU",
        "direction": "LONG",
        "instrument": "Stock",
        "horizon": "Intraday",
        "confidence": 76,
        "confidence_stars": "★★★☆☆",
        "expected_move": "+2.30%",
        "expected_return_pct": 2.3,
        "win_prob": 76.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": 18.0
            },
            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 4.0
            }
          ],
          "total": 76.0,
          "raw_total": 76.0,
          "was_clamped": false
        },
        "risk_reward": 2.11,
        "final_score": 0.69,
        "trade_action": "Small",
        "relative_strength": 5.08,
        "entry": "Above 979.9 (VWAP)",
        "entry_source": "vwap",
        "entry_price": 979.94,
        "entry_zone": {
          "low": 977.0,
          "high": 982.88,
          "mid": 979.94,
          "anchors": [
            {
              "source": "vwap",
              "label": "VWAP",
              "price": 979.94
            }
          ],
          "display": "Entry Zone 977–983",
          "entry_source": "vwap",
          "tolerance_pct": 0.3
        },
        "stop": "969.3 (ORB低点)",
        "stop_source": "orb_low",
        "stop_price": 969.26,
        "target": "1002.5 (预期收盘)",
        "target_source": "expected_close",
        "target_price": 1002.5,
        "targets": [
          "1002.5 (预期收盘)"
        ],
        "level_anchors": {
          "vwap": 979.94,
          "orb_high": 986.82,
          "orb_low": 969.26,
          "prev_high": 937.11,
          "prev_low": 937.11,
          "prior_close": 937.11,
          "orb_from_minute": true
        },
        "levels_valid": true,
        "why": [
          "RS vs QQQ +5.08%",
          "RS vs SMH +3.49%",
          "Volume 信号",
          "VIX 回落"
        ],
        "why_chain": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落",
        "why_vs_runner_up": "MU RS +5.1% vs ARM +2.1%;ER 1.8% vs 0.7%;relative strength",
        "factor_breakdown": {
          "relative_strength_vs_qqq": 5.08,
          "relative_strength_vs_smh": 3.49,
          "relative_weakness_score": -7.17,
          "gap_pct": 4.9,
          "beta_proxy": null,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": -3.19,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Sector Edge",
        "score_formula_display": "final = win_prob(76%) × ER(1.8%) × rr_weight(0.5) / 100",
        "expected_high": 1002.5,
        "expected_low": 966.52,
        "expected_close": 1002.5,
        "current_price": 984.51,
        "upside_pct": 1.83,
        "downside_risk_pct": 1.83,
        "why_factors": [
          "RS vs QQQ +5.08%",
          "RS vs SMH +3.49%",
          "Volume 信号",
          "VIX 回落"
        ],
        "why_today": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落",
        "gap_pct": 4.9,
        "rr_display": {
          "reward_risk_ratio": 2.11,
          "risk_reward_ratio": 0.47,
          "reward_per_share": 22.56,
          "risk_per_share": 10.68,
          "label_reward_risk": "Reward/Risk 2.11",
          "label_risk_reward": "Risk:Reward 1:0.47",
          "display": "Reward/Risk 2.11 · Risk:Reward 1:0.47",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "catalyst": "Geopolitical Risk · Trade Policy",
        "invalidation": "Close below stop $969.26 · Geopolitical escalation invalidates mean-reversion",
        "advisory": true,
        "level_reasons": {
          "entry": {
            "price": 979.94,
            "source": "vwap",
            "confidence": 89,
            "reasons": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 979.94,
                "weight_pct": 70.0,
                "matched": true,
                "primary": true
              },
              {
                "source": "current",
                "label": "Above Current",
                "price": 984.51,
                "weight_pct": 30.0,
                "matched": true,
                "primary": false
              }
            ]
          },
          "stop": {
            "price": 969.26,
            "source": "orb_low",
            "confidence": 77,
            "reasons": [
              {
                "source": "orb_low",
                "label": "ORB Low",
                "price": 969.26,
                "weight_pct": 100.0,
                "matched": true,
                "primary": true
              }
            ]
          },
          "target": {
            "price": 1002.5,
            "source": "expected_close",
            "confidence": 77,
            "reasons": [
              {
                "source": "expected_close",
                "label": "Expected Close",
                "price": 1002.5,
                "weight_pct": 100.0,
                "matched": true,
                "primary": true
              }
            ]
          }
        },
        "return_calculation": "(1002.5-979.94)/979.94=2.30%",
        "heuristic_expected_return_pct": 1.83,
        "target_action": "卖出/获利",
        "trade_summary_cn": "做多 MU:在 979.94 附近入场,目标 1002.5,预期 +2.30%",
        "expected_r": 1.3636,
        "trade_economics": {
          "account_size": 10000.0,
          "risk_pct": 1.0,
          "position_pct": 88.2,
          "shares": 9,
          "contracts": 1,
          "max_loss_usd": 96.12,
          "win_usd": 203.04,
          "loss_usd": 96.12,
          "expected_value_usd": 131.24,
          "risk_per_share": 10.68,
          "reward_per_share": 22.56,
          "rr_display": {
            "reward_risk_ratio": 2.11,
            "risk_reward_ratio": 0.47,
            "reward_per_share": 22.56,
            "risk_per_share": 10.68,
            "label_reward_risk": "Reward/Risk 2.11",
            "label_risk_reward": "Risk:Reward 1:0.47",
            "display": "Reward/Risk 2.11 · Risk:Reward 1:0.47",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "size_label": "Small",
          "display": "$10,000 → Win +$203 / Loss -$96"
        },
        "position_sizing": {
          "risk_pct": 1.0,
          "position_pct": 88.2,
          "contracts": 1,
          "shares": 9,
          "max_loss_usd": 96.12,
          "size_label": "Small",
          "display": "Risk 1.0% → Position 88.2% → 1 unit(s) → Max Loss $96.12"
        },
        "why_wins_today": [
          {
            "rank": 1,
            "dimension": "relative_strength",
            "label": "Highest Relative Strength",
            "primary_value": 5.08,
            "runner_up_value": 2.15,
            "wins": true
          },
          {
            "rank": 2,
            "dimension": "expected_range",
            "label": "Largest Expected Range",
            "primary_value": 3.66,
            "runner_up_value": 2.5,
            "wins": true
          },
          {
            "rank": 3,
            "dimension": "win_prob",
            "label": "Highest Probability",
            "primary_value": 76.0,
            "runner_up_value": 76.0,
            "wins": true
          },
          {
            "rank": 4,
            "dimension": "risk_reward",
            "label": "Best Risk Reward",
            "primary_value": 2.11,
            "runner_up_value": 0.62,
            "wins": true
          }
        ],
        "why_not_alternatives": [
          {
            "symbol": "ARM",
            "rank": 2,
            "reasons": [
              "ER 2.3% vs 0.7%",
              "Score 0.69 vs 0.26",
              "RS +5.1% vs +2.1%",
              "R:R 2.11 vs 0.44",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over ARM: ER 2.3% vs 0.7% · Score 0.69 vs 0.26 · RS +5.1% vs +2.1% · R:R 2.11 vs 0.44 · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "AMD",
            "rank": 3,
            "reasons": [
              "Win% 76 vs 70",
              "ER 2.3% vs 0.5%",
              "Score 0.69 vs 0.18",
              "RS +5.1% vs +1.8%",
              "R:R 2.11 vs 0.48",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over AMD: Win% 76 vs 70 · ER 2.3% vs 0.5% · Score 0.69 vs 0.18 · RS +5.1% vs +1.8% · R:R 2.11 vs 0.48 · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "AVGO",
            "rank": 4,
            "reasons": [
              "Win% 76 vs 70",
              "ER 2.3% vs 0.5%",
              "Score 0.69 vs 0.17",
              "RS +5.1% vs +1.7%",
              "R:R 2.11 vs 0.4",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over AVGO: Win% 76 vs 70 · ER 2.3% vs 0.5% · Score 0.69 vs 0.17 · RS +5.1% vs +1.7% · R:R 2.11 vs 0.4 · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "SMH",
            "rank": 5,
            "reasons": [
              "Win% 76 vs 75",
              "ER 2.3% vs 0.4%",
              "Score 0.69 vs 0.16",
              "RS +5.1% vs +1.6%",
              "R:R 2.11 vs 0.4",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over SMH: Win% 76 vs 75 · ER 2.3% vs 0.4% · Score 0.69 vs 0.16 · RS +5.1% vs +1.6% · R:R 2.11 vs 0.4 · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "META",
            "rank": 6,
            "reasons": [
              "Win% 76 vs 75",
              "ER 2.3% vs 0.2%",
              "Score 0.69 vs 0.07",
              "RS +5.1% vs +0.7%",
              "R:R 2.11 vs 0.62",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over META: Win% 76 vs 75 · ER 2.3% vs 0.2% · Score 0.69 vs 0.07 · RS +5.1% vs +0.7% · R:R 2.11 vs 0.62 · Tradeable (Small) vs Pass"
          }
        ],
        "rank_summary": "MU ranked #1 because weakest RS + largest expected range + highest probability",
        "win_prob_source": "rules",
        "calibration": {
          "calibrated_win_prob": 76.0,
          "sample_size": 0,
          "confidence_interval": null,
          "source": "rules_fallback",
          "match_quality": "insufficient",
          "win_prob_source": "rules",
          "disclaimer": "No historical matches; using rules breakdown"
        },
        "ev_distribution": {
          "expected_value_usd": 131.24,
          "win_scenario_usd": 203.04,
          "loss_scenario_usd": 96.12,
          "win_prob_pct": 76.0,
          "display": "EV $+131 (win +$203 @ 76.0% · loss -$96)"
        },
        "entry_status": {
          "current_price": 984.51,
          "ideal_entry": 979.94,
          "distance_pct": 0.47,
          "remaining_er_pct": 1.83,
          "live_expected_return_pct": 1.83,
          "new_plan": null,
          "alternate_entry": null,
          "advisory": true,
          "advisory_tag": "ADVISORY — 不构成投资建议",
          "zone_low": 977.0,
          "zone_high": 982.88,
          "miss_threshold_pct": 1.0,
          "status": "PREMARKET",
          "status_reason": "Premarket Ideal Entry — plan not yet live",
          "action_hint": "Entry still valid"
        }
      },
      "secondary": null,
      "watchlist": null,
      "index_trade": "NO TRADE",
      "p16_gate": "No Trade",
      "threshold_message": null,
      "stock_trades": [
        {
          "rank": 1,
          "symbol": "MU",
          "direction": "LONG",
          "confidence": 76,
          "expected_move": "+2.30%",
          "why": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落"
        }
      ],
      "top_trades": [
        {
          "rank": 1,
          "symbol": "MU",
          "direction": "LONG",
          "instrument": "Stock",
          "horizon": "Intraday",
          "confidence": 76,
          "confidence_stars": "★★★☆☆",
          "expected_move": "+2.30%",
          "expected_return_pct": 2.3,
          "win_prob": 76.0,
          "win_prob_breakdown": {
            "components": [
              {
                "factor": "Base",
                "key": "base",
                "points": 50.0
              },
              {
                "factor": "RS",
                "key": "rs",
                "points": 18.0
              },
              {
                "factor": "Volume",
                "key": "volume",
                "points": 4.0
              },
              {
                "factor": "Macro",
                "key": "macro",
                "points": 4.0
              }
            ],
            "total": 76.0,
            "raw_total": 76.0,
            "was_clamped": false
          },
          "risk_reward": 2.11,
          "final_score": 0.69,
          "trade_action": "Small",
          "relative_strength": 5.08,
          "entry": "Above 979.9 (VWAP)",
          "entry_source": "vwap",
          "entry_price": 979.94,
          "entry_zone": {
            "low": 977.0,
            "high": 982.88,
            "mid": 979.94,
            "anchors": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 979.94
              }
            ],
            "display": "Entry Zone 977–983",
            "entry_source": "vwap",
            "tolerance_pct": 0.3
          },
          "stop": "969.3 (ORB低点)",
          "stop_source": "orb_low",
          "stop_price": 969.26,
          "target": "1002.5 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 1002.5,
          "targets": [
            "1002.5 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 979.94,
            "orb_high": 986.82,
            "orb_low": 969.26,
            "prev_high": 937.11,
            "prev_low": 937.11,
            "prior_close": 937.11,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS vs QQQ +5.08%",
            "RS vs SMH +3.49%",
            "Volume 信号",
            "VIX 回落"
          ],
          "why_chain": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落",
          "why_vs_runner_up": "MU RS +5.1% vs ARM +2.1%;ER 1.8% vs 0.7%;relative strength",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 5.08,
            "relative_strength_vs_smh": 3.49,
            "relative_weakness_score": -7.17,
            "gap_pct": 4.9,
            "beta_proxy": null,
            "volume_signal": true,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": -3.19,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Sector Edge",
          "score_formula_display": "final = win_prob(76%) × ER(1.8%) × rr_weight(0.5) / 100",
          "expected_high": 1002.5,
          "expected_low": 966.52,
          "expected_close": 1002.5,
          "current_price": 984.51,
          "upside_pct": 1.83,
          "downside_risk_pct": 1.83,
          "why_factors": [
            "RS vs QQQ +5.08%",
            "RS vs SMH +3.49%",
            "Volume 信号",
            "VIX 回落"
          ],
          "why_today": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落",
          "gap_pct": 4.9,
          "rr_display": {
            "reward_risk_ratio": 2.11,
            "risk_reward_ratio": 0.47,
            "reward_per_share": 22.56,
            "risk_per_share": 10.68,
            "label_reward_risk": "Reward/Risk 2.11",
            "label_risk_reward": "Risk:Reward 1:0.47",
            "display": "Reward/Risk 2.11 · Risk:Reward 1:0.47",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Geopolitical Risk · Trade Policy",
          "invalidation": "Close below stop $969.26 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 979.94,
              "source": "vwap",
              "confidence": 89,
              "reasons": [
                {
                  "source": "vwap",
                  "label": "VWAP",
                  "price": 979.94,
                  "weight_pct": 70.0,
                  "matched": true,
                  "primary": true
                },
                {
                  "source": "current",
                  "label": "Above Current",
                  "price": 984.51,
                  "weight_pct": 30.0,
                  "matched": true,
                  "primary": false
                }
              ]
            },
            "stop": {
              "price": 969.26,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 969.26,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 1002.5,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 1002.5,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(1002.5-979.94)/979.94=2.30%",
          "heuristic_expected_return_pct": 1.83,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 MU:在 979.94 附近入场,目标 1002.5,预期 +2.30%",
          "expected_r": 1.3636,
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 88.2,
            "shares": 9,
            "contracts": 1,
            "max_loss_usd": 96.12,
            "win_usd": 203.04,
            "loss_usd": 96.12,
            "expected_value_usd": 131.24,
            "risk_per_share": 10.68,
            "reward_per_share": 22.56,
            "rr_display": {
              "reward_risk_ratio": 2.11,
              "risk_reward_ratio": 0.47,
              "reward_per_share": 22.56,
              "risk_per_share": 10.68,
              "label_reward_risk": "Reward/Risk 2.11",
              "label_risk_reward": "Risk:Reward 1:0.47",
              "display": "Reward/Risk 2.11 · Risk:Reward 1:0.47",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "Small",
            "display": "$10,000 → Win +$203 / Loss -$96"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 88.2,
            "contracts": 1,
            "shares": 9,
            "max_loss_usd": 96.12,
            "size_label": "Small",
            "display": "Risk 1.0% → Position 88.2% → 1 unit(s) → Max Loss $96.12"
          },
          "why_wins_today": [
            {
              "rank": 1,
              "dimension": "relative_strength",
              "label": "Highest Relative Strength",
              "primary_value": 5.08,
              "runner_up_value": 2.15,
              "wins": true
            },
            {
              "rank": 2,
              "dimension": "expected_range",
              "label": "Largest Expected Range",
              "primary_value": 3.66,
              "runner_up_value": 2.5,
              "wins": true
            },
            {
              "rank": 3,
              "dimension": "win_prob",
              "label": "Highest Probability",
              "primary_value": 76.0,
              "runner_up_value": 76.0,
              "wins": true
            },
            {
              "rank": 4,
              "dimension": "risk_reward",
              "label": "Best Risk Reward",
              "primary_value": 2.11,
              "runner_up_value": 0.62,
              "wins": true
            }
          ],
          "why_not_alternatives": [
            {
              "symbol": "ARM",
              "rank": 2,
              "reasons": [
                "ER 2.3% vs 0.7%",
                "Score 0.69 vs 0.26",
                "RS +5.1% vs +2.1%",
                "R:R 2.11 vs 0.44",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over ARM: ER 2.3% vs 0.7% · Score 0.69 vs 0.26 · RS +5.1% vs +2.1% · R:R 2.11 vs 0.44 · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "AMD",
              "rank": 3,
              "reasons": [
                "Win% 76 vs 70",
                "ER 2.3% vs 0.5%",
                "Score 0.69 vs 0.18",
                "RS +5.1% vs +1.8%",
                "R:R 2.11 vs 0.48",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over AMD: Win% 76 vs 70 · ER 2.3% vs 0.5% · Score 0.69 vs 0.18 · RS +5.1% vs +1.8% · R:R 2.11 vs 0.48 · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "AVGO",
              "rank": 4,
              "reasons": [
                "Win% 76 vs 70",
                "ER 2.3% vs 0.5%",
                "Score 0.69 vs 0.17",
                "RS +5.1% vs +1.7%",
                "R:R 2.11 vs 0.4",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over AVGO: Win% 76 vs 70 · ER 2.3% vs 0.5% · Score 0.69 vs 0.17 · RS +5.1% vs +1.7% · R:R 2.11 vs 0.4 · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "SMH",
              "rank": 5,
              "reasons": [
                "Win% 76 vs 75",
                "ER 2.3% vs 0.4%",
                "Score 0.69 vs 0.16",
                "RS +5.1% vs +1.6%",
                "R:R 2.11 vs 0.4",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over SMH: Win% 76 vs 75 · ER 2.3% vs 0.4% · Score 0.69 vs 0.16 · RS +5.1% vs +1.6% · R:R 2.11 vs 0.4 · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "META",
              "rank": 6,
              "reasons": [
                "Win% 76 vs 75",
                "ER 2.3% vs 0.2%",
                "Score 0.69 vs 0.07",
                "RS +5.1% vs +0.7%",
                "R:R 2.11 vs 0.62",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over META: Win% 76 vs 75 · ER 2.3% vs 0.2% · Score 0.69 vs 0.07 · RS +5.1% vs +0.7% · R:R 2.11 vs 0.62 · Tradeable (Small) vs Pass"
            }
          ],
          "rank_summary": "MU ranked #1 because weakest RS + largest expected range + highest probability",
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 76.0,
            "sample_size": 0,
            "confidence_interval": null,
            "source": "rules_fallback",
            "match_quality": "insufficient",
            "win_prob_source": "rules",
            "disclaimer": "No historical matches; using rules breakdown"
          },
          "ev_distribution": {
            "expected_value_usd": 131.24,
            "win_scenario_usd": 203.04,
            "loss_scenario_usd": 96.12,
            "win_prob_pct": 76.0,
            "display": "EV $+131 (win +$203 @ 76.0% · loss -$96)"
          },
          "entry_status": {
            "current_price": 984.51,
            "ideal_entry": 979.94,
            "distance_pct": 0.47,
            "remaining_er_pct": 1.83,
            "live_expected_return_pct": 1.83,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 977.0,
            "zone_high": 982.88,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        }
      ],
      "watchlist_items": [
        {
          "symbol": "ARM",
          "rank": 2,
          "win_prob": 76.0,
          "expected_return_pct": 0.68,
          "trade_action": "Pass",
          "why": "RS vs QQQ +2.15% · RS vs SMH +0.56% · Volume 信号 · VIX 回落",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "AMD",
          "rank": 3,
          "win_prob": 70.0,
          "expected_return_pct": 0.51,
          "trade_action": "Pass",
          "why": "RS vs QQQ +1.75% · Volume 信号 · VIX 回落 · 期望R 0.04 < 0.15(EV门禁)",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "AVGO",
          "rank": 4,
          "win_prob": 70.0,
          "expected_return_pct": 0.49,
          "trade_action": "Pass",
          "why": "RS vs QQQ +1.72% · Volume 信号 · VIX 回落 · 期望R -0.02 < 0.15(EV门禁)",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "SMH",
          "rank": 5,
          "win_prob": 75.0,
          "expected_return_pct": 0.43,
          "trade_action": "Pass",
          "why": "RS vs QQQ +1.59% · Gap 未过度延伸 · Volume 信号 · VIX 回落",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "META",
          "rank": 6,
          "win_prob": 75.0,
          "expected_return_pct": 0.18,
          "trade_action": "Pass",
          "why": "RS vs QQQ +0.72% · Gap 未过度延伸 · Volume 信号 · VIX 回落",
          "note": "Monitor — below trade threshold"
        }
      ],
      "advisory": true,
      "swing": {
        "symbol": "META",
        "direction": "SHORT",
        "instrument": "Stock",
        "horizon": "Swing",
        "duration": "Swing (days–weeks)",
        "confidence": 80,
        "entry": "Near 551.5 (swing zone)",
        "entry_source": "swing_zone",
        "entry_price": 551.5,
        "entry_zone": {
          "low": 549.85,
          "high": 561.09,
          "mid": 551.5,
          "display": "$549.85–$561.09",
          "source": "swing_pullback"
        },
        "stop": "580.3 (1.75xATR)",
        "stop_source": "1.75xATR",
        "stop_price": 580.26,
        "target": "513.1 (T1 ~7.0%)",
        "target_source": "2xATR_or_5pct",
        "target_price": 513.15,
        "targets": [
          {
            "price": 513.15,
            "label": "T1",
            "pct": 6.95
          },
          {
            "price": 493.97,
            "label": "T2",
            "pct": 10.43
          }
        ],
        "expected_return_pct": 6.95,
        "expected_move": "+6.95%",
        "risk_reward": 1.33,
        "win_prob": 75.0,
        "final_score": 0.07,
        "swing_quality": 5.09,
        "atr": 19.1757,
        "atr_source": "ATR14",
        "level_formula": "stop=1.5–2×ATR or prior-week extreme; T1=max(5%, 2×ATR); T2=min(15%, max(10%, 3×ATR))",
        "current_price": 549.85,
        "why": [
          "高流动性波段标的 META",
          "Prior day +0.0%",
          "5D momentum -8.3%",
          "RS vs QQQ +0.72%",
          "Swing score 5.1"
        ],
        "why_chain": "高流动性波段标的 META · Prior day +0.0% · 5D momentum -8.3% · RS vs QQQ +0.72%",
        "invalidation": "Close beyond stop $580.26 or thesis broken (trend flip / catalyst fade)",
        "trade_summary_cn": "波段做空 META:理想入场 $549.85–$561.09,止损 $580.26,目标 $513.15(约 +7.0%),持仓天数–数周",
        "one_liner": "波段做空 META:理想入场 $549.85–$561.09,止损 $580.26,目标 $513.15(约 +7.0%),持仓天数–数周",
        "edge_type": "Relative Strength",
        "advisory": true,
        "label": "长线 · Swing Trade",
        "separate_from_intraday": true
      }
    },
    "edges": {
      "macro_edge": {
        "edge": "YES",
        "why": "今日有重大催化剂(含地缘/突发):Geopolitical Risk、Trade Policy",
        "catalyst": "Geopolitical Risk、Trade Policy"
      },
      "index_edge": {
        "edge": "NO",
        "why": "指数方向不明或幅度不足"
      },
      "sector_edge": {
        "edge": "YES",
        "why": "SMH 领先 QQQ +1.45%",
        "sector": "Semiconductor"
      },
      "stock_edge": {
        "edge": "NO",
        "why": "无单票 RS+新闻+量能共振"
      },
      "advisory": "ADVISORY — 不构成投资建议"
    },
    "trade_candidates": [
      {
        "symbol": "MU",
        "win_prob": 76.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": 18.0
            },
            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 4.0
            }
          ],
          "total": 76.0,
          "raw_total": 76.0,
          "was_clamped": false
        },
        "expected_return_pct": 1.83,
        "expected_high": 1002.5,
        "expected_low": 966.52,
        "expected_close": 1002.5,
        "current_price": 984.51,
        "upside_pct": 1.83,
        "downside_risk_pct": 1.83,
        "risk_reward": 1.0,
        "rr_display": {
          "reward_risk_ratio": 1.0,
          "risk_reward_ratio": 1.0,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 1.00",
          "label_risk_reward": "Risk:Reward 1:1.00",
          "display": "Reward/Risk 1.00 · Risk:Reward 1:1.00",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": 0.52,
        "final_score": 0.69,
        "trade_action": "Small",
        "trade": "Small",
        "gap_pct": 4.9,
        "relative_strength": 5.08,
        "relative_strength_vs_smh": 3.49,
        "relative_weakness_score": -7.17,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS vs QQQ +5.08%",
          "RS vs SMH +3.49%",
          "Volume 信号",
          "VIX 回落"
        ],
        "why": "RS vs QQQ +5.08% · RS vs SMH +3.49% · Volume 信号 · VIX 回落",
        "score": 7,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": 5.08,
          "relative_strength_vs_smh": 3.49,
          "relative_weakness_score": -7.17,
          "gap_pct": 4.9,
          "beta_proxy": null,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": -3.19,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Sector Edge",
        "score_formula_display": "final = win_prob(76%) × ER(1.8%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
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      },
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        "expected_return_pct": 0.68,
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          "label_risk_reward": "Risk:Reward 1:2.27",
          "display": "Reward/Risk 0.44 · Risk:Reward 1:2.27",
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          "RS vs SMH +0.56%",
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          "VIX 回落",
          "期望R 0.09 < 0.15(EV门禁)"
        ],
        "why": "RS vs QQQ +2.15% · RS vs SMH +0.56% · Volume 信号 · VIX 回落",
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        "expected_return_pct": 0.51,
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          "label_risk_reward": "Risk:Reward 1:2.08",
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        "why": "RS vs QQQ +1.75% · Volume 信号 · VIX 回落 · 期望R 0.04 < 0.15(EV门禁)",
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          ],
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        "expected_return_pct": 0.49,
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          "label_risk_reward": "Risk:Reward 1:2.50",
          "display": "Reward/Risk 0.40 · Risk:Reward 1:2.50",
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        "expected_r": -0.02,
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        "trade_action": "Pass",
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          "VIX 回落",
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        "why": "RS vs QQQ +1.72% · Volume 信号 · VIX 回落 · 期望R -0.02 < 0.15(EV门禁)",
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        "trade_action": "Pass",
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          "Gap 未过度延伸",
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          "VIX 回落",
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        "why": "RS vs QQQ +1.59% · Gap 未过度延伸 · Volume 信号 · VIX 回落",
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              "factor": "Macro",
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        "expected_return_pct": 0.18,
        "expected_high": 552.6,
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          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
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        "expected_r": 0.215,
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        "trade_action": "Pass",
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        "gap_pct": 0.45,
        "relative_strength": 0.72,
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          "Gap 未过度延伸",
          "Volume 信号",
          "VIX 回落",
          "几何上行 <1.5%(软门槛)"
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        "why": "RS vs QQQ +0.72% · Gap 未过度延伸 · Volume 信号 · VIX 回落",
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              "factor": "Base",
              "key": "base",
              "points": 50.0
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              "factor": "RS",
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              "points": 6.0
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              "key": "volume",
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        },
        "expected_return_pct": 0.11,
        "expected_high": 185.42,
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        "expected_close": 184.7,
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          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": 0.1178,
        "final_score": 0.04,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 0.14,
        "relative_strength": 0.49,
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        "relative_weakness_score": 0.17,
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        "why_factors": [
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          "Gap 未过度延伸",
          "Volume 信号",
          "VIX 回落",
          "期望R 0.12 < 0.15(EV门禁)"
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        "why": "RS vs QQQ +0.49% · Gap 未过度延伸 · Volume 信号 · VIX 回落",
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          "relative_strength_vs_smh": -1.1,
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        "symbol": "XLE",
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              "factor": "Base",
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              "points": 50.0
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              "key": "volume",
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        "expected_return_pct": 0.04,
        "expected_high": 63.95,
        "expected_low": 63.12,
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          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
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        "expected_r": 0.0206,
        "final_score": 0.01,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 0.19,
        "relative_strength": 0.1,
        "relative_strength_vs_smh": -1.49,
        "relative_weakness_score": 0.79,
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        "why_factors": [
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          "Volume 信号",
          "VIX 回落",
          "期望R 0.02 < 0.15(EV门禁)"
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        "why": "Gap 未过度延伸 · Volume 信号 · VIX 回落 · 期望R 0.02 < 0.15(EV门禁)",
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        "advisory": true,
        "rank": 8,
        "direction": "LONG"
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        "symbol": "QQQ",
        "win_prob": 63.0,
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              "factor": "Base",
              "key": "base",
              "points": 50.0
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            {
              "factor": "Gap",
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              "points": 5.0
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            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
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              "factor": "Macro",
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              "points": 4.0
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          ],
          "total": 63.0,
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          "was_clamped": false
        },
        "expected_return_pct": -0.02,
        "expected_high": 719.55,
        "expected_low": 710.24,
        "expected_close": 715.85,
        "current_price": 715.97,
        "upside_pct": 0.5,
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        "risk_reward": 0.62,
        "rr_display": {
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          "risk_reward_ratio": 1.61,
          "reward_per_share": null,
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          "label_reward_risk": "Reward/Risk 0.62",
          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": 0.0206,
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -0.21,
        "relative_strength": 0.0,
        "relative_strength_vs_smh": -1.59,
        "relative_weakness_score": 0.95,
        "prior_day_change_pct": 0.0,
        "why_factors": [
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          "Volume 信号",
          "VIX 回落",
          "期望R 0.02 < 0.15(EV门禁)"
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        "why": "Gap 未过度延伸 · Volume 信号 · VIX 回落 · 期望R 0.02 < 0.15(EV门禁)",
        "score": 0,
        "news_count": 0,
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          "RS 弱于 QQQ -0.83%",
          "Gap 未过度延伸",
          "News 1",
          "Volume 信号",
          "VIX 回落",
          "期望R -0.06 < 0.15(EV门禁)"
        ],
        "why": "RS 弱于 QQQ -0.83% · Gap 未过度延伸 · News 1 · Volume 信号",
        "score": 0,
        "news_count": 1,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -0.83,
          "relative_strength_vs_smh": -2.42,
          "relative_weakness_score": 2.28,
          "gap_pct": -1.07,
          "beta_proxy": null,
          "volume_signal": true,
          "news_count": 1,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": -3.19,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(58%) × ER(-0.3%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 17,
        "direction": "LONG"
      },
      {
        "symbol": "AMZN",
        "win_prob": 48.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -10.0
            },
            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 4.0
            }
          ],
          "total": 48.0,
          "raw_total": 48.0,
          "was_clamped": false
        },
        "expected_return_pct": -0.41,
        "expected_high": 263.31,
        "expected_low": 259.9,
        "expected_close": 260.91,
        "current_price": 262.0,
        "upside_pct": 0.5,
        "downside_risk_pct": 0.8,
        "risk_reward": 0.62,
        "rr_display": {
          "reward_risk_ratio": 0.62,
          "risk_reward_ratio": 1.61,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 0.62",
          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": -0.2224,
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -1.63,
        "relative_strength": -1.42,
        "relative_strength_vs_smh": -3.01,
        "relative_weakness_score": 3.23,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS 弱于 QQQ -1.42%",
          "Volume 信号",
          "VIX 回落",
          "期望R -0.22 < 0.15(EV门禁)"
        ],
        "why": "RS 弱于 QQQ -1.42% · Volume 信号 · VIX 回落 · 期望R -0.22 < 0.15(EV门禁)",
        "score": 0,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -1.42,
          "relative_strength_vs_smh": -3.01,
          "relative_weakness_score": 3.23,
          "gap_pct": -1.63,
          "beta_proxy": null,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": -3.19,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(48%) × ER(-0.4%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 18,
        "direction": "LONG"
      },
      {
        "symbol": "AAPL",
        "win_prob": 48.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -10.0
            },
            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 4.0
            }
          ],
          "total": 48.0,
          "raw_total": 48.0,
          "was_clamped": false
        },
        "expected_return_pct": -0.42,
        "expected_high": 313.56,
        "expected_low": 309.5,
        "expected_close": 310.68,
        "current_price": 312.0,
        "upside_pct": 0.5,
        "downside_risk_pct": 0.8,
        "risk_reward": 0.62,
        "rr_display": {
          "reward_risk_ratio": 0.62,
          "risk_reward_ratio": 1.61,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 0.62",
          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": -0.2224,
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -1.55,
        "relative_strength": -1.5,
        "relative_strength_vs_smh": -3.09,
        "relative_weakness_score": 3.35,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS 弱于 QQQ -1.50%",
          "Volume 信号",
          "VIX 回落",
          "期望R -0.22 < 0.15(EV门禁)"
        ],
        "why": "RS 弱于 QQQ -1.50% · Volume 信号 · VIX 回落 · 期望R -0.22 < 0.15(EV门禁)",
        "score": 0,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -1.5,
          "relative_strength_vs_smh": -3.09,
          "relative_weakness_score": 3.35,
          "gap_pct": -1.55,
          "beta_proxy": null,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": -3.19,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(48%) × ER(-0.4%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 19,
        "direction": "LONG"
      }
    ]
  },
  "intraday": {
    "s5": {
      "driver_still_valid": true,
      "action": "Hold"
    },
    "s6": {
      "trade_valid": true,
      "action": "Hold"
    },
    "s7": {
      "actual_driver": "AI/Semiconductor",
      "attribution": {
        "ai": 0.525,
        "bond": 0.213,
        "oil": 0.0,
        "macro": 0.212,
        "other": 0.05,
        "splits": {}
      }
    }
  },
  "trade_plan": {},
  "actual": {},
  "attribution": {
    "ai": 0.525,
    "bond": 0.213,
    "oil": 0.0,
    "macro": 0.212,
    "other": 0.05,
    "splits": {}
  },
  "labels": {
    "actual_driver": "AI/Semiconductor",
    "agent_driver": "Geopolitical Risk",
    "agent_driver_type": "Political",
    "corrected_driver_from_verify": null,
    "driver_splits": {},
    "hypothesis_correct": "部分对",
    "scenario_primary": "A",
    "scenario_actual": "B",
    "scenario_correct": false,
    "trade_recommendation": "MU",
    "trade_direction": "LONG",
    "primary_symbol": "MU",
    "predicted_return_pct": 2.3,
    "prediction_error_pct": null
  },
  "surprise": "No major surprises vs typical driver mix",
  "lesson": "AI Expansion Regime 下,单日 SMH/NVDA 抛售可压过 Macro 利好,指数分化(Dow+ / QQQ-)比「大盘涨跌」更有信息量",
  "playbook_refs": [
    "Case-34"
  ],
  "bayesian_drivers": {
    "AI": 1.0,
    "Bond": 0.0,
    "Macro": 0.0,
    "Oil": 0.0,
    "Risk": 0.0
  },
  "data_gaps": []
}