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Market Case · 2026-09-21

Day 56

Day 56
9/9 Steps

Regime · Hypothesis

R0 Regime
AI Expansion (82.0%)
Hypothesis
AI/Semiconductor leads index today; macro is secondary variable
ID
H-2026-09-21-001

Labels · Attribution

真正 Driver
AI/Semiconductor
Hypothesis 结果
部分对
Scenario 预测
A
Scenario 实际
A
Scenario 命中
✓
AI 贡献
80%
Bond
14%

Surprise · Lesson

Surprise:AI/Semiconductor dominated more than typical day

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=14.9 (low fear)
  • NVDA +2.4%
  • SMH +4.0%

Counter

  • 10Y=4.94% (elevated rates)

Step 快捷入口

原始 JSON
{
  "date": "2026-09-21",
  "features": {
    "dgs10": 4.94,
    "dgs2": null,
    "vix": 14.88,
    "vix_chg": 0.47,
    "qqq_chg": 3.4,
    "smh_chg": 6.27,
    "nvda_chg": 3.63,
    "spy_chg": 0.0,
    "oil_chg": 0.0,
    "dxy_chg": 0.05,
    "breadth_proxy": 1.0,
    "qqq_gap": 1.38,
    "news_headline_count": 36,
    "news_bearish_ratio": 0.062,
    "news_ai_mentions": 42,
    "news_macro_mentions": 15,
    "news_oil_mentions": 3,
    "news_risk_mentions": 5
  },
  "regime": {
    "label": "AI Expansion",
    "confidence": 0.82
  },
  "hypothesis": {
    "id": "H-2026-09-21-001",
    "statement": "AI/Semiconductor leads index today; macro is secondary variable",
    "evidence": [
      "VIX=14.9 (low fear)",
      "NVDA +2.4%",
      "SMH +4.0%"
    ],
    "counter_evidence": [
      "10Y=4.94% (elevated rates)"
    ],
    "confidence": 0.86,
    "status": "待验证"
  },
  "morning": {
    "bias": "Bull",
    "total": 5,
    "driver_type": "Fed",
    "daily_driver": "Fed Headlines",
    "best_opportunity": {
      "direction": "NO TRADE",
      "symbol": "—",
      "instrument": "—",
      "horizon": "—",
      "confidence": 45,
      "entry": "—",
      "stop": "—",
      "target": "—",
      "targets": [],
      "duration": "—",
      "why": [
        "今日无任何标的达到交易阈值"
      ],
      "why_chain": "今日无任何标的达到交易阈值",
      "avoid": [],
      "one_liner": "今日无任何标的达到交易阈值",
      "p16_gate": "No Trade",
      "threshold_message": "今日无任何标的达到交易阈值",
      "advisory": true
    },
    "best_trades": {
      "primary": null,
      "secondary": null,
      "watchlist": null,
      "index_trade": "NO TRADE",
      "p16_gate": "No Trade",
      "threshold_message": "今日无任何标的达到交易阈值",
      "stock_trades": [],
      "top_trades": [
        {
          "rank": 1,
          "symbol": "ARM",
          "direction": "LONG",
          "instrument": "Stock",
          "horizon": "Swing",
          "confidence": 72,
          "confidence_stars": "★★★☆☆",
          "expected_move": "+2.41%",
          "expected_return_pct": 2.41,
          "win_prob": 72.0,
          "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
              }
            ],
            "total": 72.0,
            "raw_total": 72.0,
            "was_clamped": false
          },
          "risk_reward": 1.28,
          "final_score": 0.93,
          "trade_action": "Pass",
          "relative_strength": 7.1,
          "entry": "Above 288.5 (VWAP)",
          "entry_source": "vwap",
          "entry_price": 288.49,
          "entry_zone": {
            "low": 287.62,
            "high": 289.36,
            "mid": 288.49,
            "anchors": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 288.49
              }
            ],
            "display": "Entry Zone 288–289",
            "entry_source": "vwap",
            "tolerance_pct": 0.3
          },
          "stop": "283.1 (ORB低点)",
          "stop_source": "orb_low",
          "stop_price": 283.07,
          "target": "295.4 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 295.45,
          "targets": [
            "295.4 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 288.49,
            "orb_high": 289.79,
            "orb_low": 283.07,
            "prev_high": 264.9,
            "prev_low": 264.9,
            "prior_close": 264.9,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS vs QQQ +7.10%",
            "RS vs SMH +4.55%",
            "Volume 信号",
            "期望R 0.15 < 0.20(EV门禁)"
          ],
          "why_chain": "RS vs QQQ +7.10% · RS vs SMH +4.55% · Volume 信号 · 期望R 0.15 < 0.20(EV门禁)",
          "why_vs_runner_up": "ARM RS +7.1% vs MU +4.0%;ER 2.6% vs 1.4%;higher beta (5.4 vs 3.5);relative strength",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 7.1,
            "relative_strength_vs_smh": 4.55,
            "relative_weakness_score": -9.83,
            "gap_pct": 7.72,
            "beta_proxy": 5.38,
            "volume_signal": true,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 0.47,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Stock Edge",
          "score_formula_display": "final = win_prob(72%) × ER(2.6%) × rr_weight(0.5) / 100",
          "expected_high": 295.45,
          "expected_low": 275.61,
          "expected_close": 295.45,
          "current_price": 288.01,
          "upside_pct": 2.58,
          "downside_risk_pct": 4.31,
          "why_factors": [
            "RS vs QQQ +7.10%",
            "RS vs SMH +4.55%",
            "Volume 信号",
            "期望R 0.15 < 0.20(EV门禁)"
          ],
          "why_today": "RS vs QQQ +7.10% · RS vs SMH +4.55% · Volume 信号 · 期望R 0.15 < 0.20(EV门禁)",
          "gap_pct": 7.72,
          "rr_display": {
            "reward_risk_ratio": 1.28,
            "risk_reward_ratio": 0.78,
            "reward_per_share": 6.96,
            "risk_per_share": 5.42,
            "label_reward_risk": "Reward/Risk 1.28",
            "label_risk_reward": "Risk:Reward 1:0.78",
            "display": "Reward/Risk 1.28 · Risk:Reward 1:0.78",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Fed Headlines · Geopolitical Risk (Iran)",
          "invalidation": "Close below stop $283.07 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 288.49,
              "source": "vwap",
              "confidence": 89,
              "reasons": [
                {
                  "source": "vwap",
                  "label": "VWAP",
                  "price": 288.49,
                  "weight_pct": 70.0,
                  "matched": true,
                  "primary": true
                },
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 289.79,
                  "weight_pct": 30.0,
                  "matched": true,
                  "primary": false
                }
              ]
            },
            "stop": {
              "price": 283.07,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 283.07,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 295.45,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 295.45,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(295.45-288.49)/288.49=2.41%",
          "heuristic_expected_return_pct": 2.58,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 ARM:在 288.49 附近入场,目标 295.45,预期 +2.41%",
          "expected_r": 0.6416,
          "rr_below_hard_min": true,
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 51.9,
            "shares": 18,
            "contracts": 0,
            "max_loss_usd": 97.56,
            "win_usd": 125.28,
            "loss_usd": 97.56,
            "expected_value_usd": 62.88,
            "risk_per_share": 5.42,
            "reward_per_share": 6.96,
            "rr_display": {
              "reward_risk_ratio": 1.28,
              "risk_reward_ratio": 0.78,
              "reward_per_share": 6.96,
              "risk_per_share": 5.42,
              "label_reward_risk": "Reward/Risk 1.28",
              "label_risk_reward": "Risk:Reward 1:0.78",
              "display": "Reward/Risk 1.28 · Risk:Reward 1:0.78",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$125 / Loss -$98"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 51.9,
            "contracts": 0,
            "shares": 18,
            "max_loss_usd": 97.56,
            "size_label": "None",
            "display": "Risk 1.0% → Position 51.9% → 18 unit(s) → Max Loss $97.56"
          },
          "why_wins_today": [
            {
              "rank": 1,
              "dimension": "relative_strength",
              "label": "Highest Relative Strength",
              "primary_value": 7.1,
              "runner_up_value": 4.04,
              "wins": true
            },
            {
              "rank": 2,
              "dimension": "expected_range",
              "label": "Largest Expected Range",
              "primary_value": 6.89,
              "runner_up_value": 4.21,
              "wins": true
            }
          ],
          "why_not_alternatives": [
            {
              "symbol": "MU",
              "rank": 2,
              "reasons": [
                "Win% 72 vs 77",
                "ER 2.4% vs 1.4%",
                "Score 0.93 vs 0.54",
                "RS +7.1% vs +4.0%",
                "R:R 1.28 vs 0.86"
              ],
              "summary": "Why ARM over MU: Win% 72 vs 77 · ER 2.4% vs 1.4% · Score 0.93 vs 0.54 · RS +7.1% vs +4.0% · R:R 1.28 vs 0.86"
            },
            {
              "symbol": "AMD",
              "rank": 3,
              "reasons": [
                "ER 2.4% vs 1.3%",
                "Score 0.93 vs 0.48",
                "RS +7.1% vs +3.9%",
                "R:R 1.28 vs 0.5"
              ],
              "summary": "Why ARM over AMD: ER 2.4% vs 1.3% · Score 0.93 vs 0.48 · RS +7.1% vs +3.9% · R:R 1.28 vs 0.5"
            },
            {
              "symbol": "TQQQ",
              "rank": 4,
              "reasons": [
                "Win% 72 vs 66",
                "ER 2.4% vs 1.1%",
                "Score 0.93 vs 0.35",
                "RS +7.1% vs +3.5%",
                "R:R 1.28 vs 0.33"
              ],
              "summary": "Why ARM over TQQQ: Win% 72 vs 66 · ER 2.4% vs 1.1% · Score 0.93 vs 0.35 · RS +7.1% vs +3.5% · R:R 1.28 vs 0.33"
            },
            {
              "symbol": "AVGO",
              "rank": 5,
              "reasons": [
                "Win% 72 vs 66",
                "ER 2.4% vs 1.0%",
                "Score 0.93 vs 0.32",
                "RS +7.1% vs +3.0%",
                "R:R 1.28 vs 0.62"
              ],
              "summary": "Why ARM over AVGO: Win% 72 vs 66 · ER 2.4% vs 1.0% · Score 0.93 vs 0.32 · RS +7.1% vs +3.0% · R:R 1.28 vs 0.62"
            },
            {
              "symbol": "SMH",
              "rank": 6,
              "reasons": [
                "Win% 72 vs 66",
                "ER 2.4% vs 0.8%",
                "Score 0.93 vs 0.25",
                "RS +7.1% vs +2.5%",
                "R:R 1.28 vs 0.41"
              ],
              "summary": "Why ARM over SMH: Win% 72 vs 66 · ER 2.4% vs 0.8% · Score 0.93 vs 0.25 · RS +7.1% vs +2.5% · R:R 1.28 vs 0.41"
            }
          ],
          "rank_summary": "ARM ranked #1 because weakest RS + largest expected range",
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 72.0,
            "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": [
            {
              "date": "2026-08-28",
              "outcome": "win",
              "return_pct": 3.92,
              "match_score": 5,
              "direction": "LONG"
            }
          ],
          "ev_distribution": {
            "expected_value_usd": 62.88,
            "win_scenario_usd": 125.28,
            "loss_scenario_usd": 97.56,
            "win_prob_pct": 72.0,
            "display": "EV $+63 (win +$125 @ 72.0% · loss -$98)"
          },
          "entry_status": {
            "current_price": 288.01,
            "ideal_entry": 288.49,
            "distance_pct": -0.17,
            "remaining_er_pct": 2.58,
            "live_expected_return_pct": 2.58,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 287.62,
            "zone_high": 289.36,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        },
        {
          "rank": 2,
          "symbol": "MU",
          "direction": "LONG",
          "instrument": "Stock",
          "horizon": "Swing",
          "confidence": 77,
          "confidence_stars": "★★★☆☆",
          "expected_move": "+1.11%",
          "expected_return_pct": 1.11,
          "win_prob": 77.0,
          "win_prob_breakdown": {
            "components": [
              {
                "factor": "Base",
                "key": "base",
                "points": 50.0
              },
              {
                "factor": "RS",
                "key": "rs",
                "points": 18.0
              },
              {
                "factor": "Catalyst",
                "key": "catalyst",
                "points": 5.0
              },
              {
                "factor": "Volume",
                "key": "volume",
                "points": 4.0
              }
            ],
            "total": 77.0,
            "raw_total": 77.0,
            "was_clamped": false
          },
          "risk_reward": 0.73,
          "final_score": 0.54,
          "trade_action": "Pass",
          "relative_strength": 4.04,
          "entry": "Above 1035.4 (ORB高点)",
          "entry_source": "orb_high",
          "entry_price": 1035.88,
          "entry_zone": {
            "low": 1035.42,
            "high": 1036.35,
            "mid": 1035.88,
            "anchors": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 1036.35
              },
              {
                "source": "orb_high",
                "label": "ORB高点",
                "price": 1035.42
              }
            ],
            "display": "Entry Zone 1035.42–1036.35",
            "entry_source": "orb_high",
            "tolerance_pct": 0.3
          },
          "stop": "1020.1 (ORB低点)",
          "stop_source": "orb_low",
          "stop_price": 1020.07,
          "target": "1047.4 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 1047.42,
          "targets": [
            "1047.4 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 1036.35,
            "orb_high": 1035.42,
            "orb_low": 1020.07,
            "prev_high": 977.5,
            "prev_low": 977.5,
            "prior_close": 977.5,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS vs QQQ +4.04%",
            "RS vs SMH +1.49%",
            "News 1",
            "Volume 信号",
            "几何上行 <1.5%(软门槛)"
          ],
          "why_chain": "RS vs QQQ +4.04% · RS vs SMH +1.49% · News 1 · Volume 信号",
          "why_vs_runner_up": "—",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 4.04,
            "relative_strength_vs_smh": 1.49,
            "relative_weakness_score": -4.93,
            "gap_pct": 5.32,
            "beta_proxy": 3.49,
            "volume_signal": true,
            "news_count": 1,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 0.47,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Stock Edge",
          "score_formula_display": "final = win_prob(77%) × ER(1.4%) × rr_weight(0.5) / 100",
          "expected_high": 1047.42,
          "expected_low": 1015.8,
          "expected_close": 1047.42,
          "current_price": 1032.83,
          "upside_pct": 1.41,
          "downside_risk_pct": 1.65,
          "why_factors": [
            "RS vs QQQ +4.04%",
            "RS vs SMH +1.49%",
            "News 1",
            "Volume 信号",
            "几何上行 <1.5%(软门槛)"
          ],
          "why_today": "RS vs QQQ +4.04% · RS vs SMH +1.49% · News 1 · Volume 信号",
          "gap_pct": 5.32,
          "rr_display": {
            "reward_risk_ratio": 0.73,
            "risk_reward_ratio": 1.37,
            "reward_per_share": 11.54,
            "risk_per_share": 15.81,
            "label_reward_risk": "Reward/Risk 0.73",
            "label_risk_reward": "Risk:Reward 1:1.37",
            "display": "Reward/Risk 0.73 · Risk:Reward 1:1.37",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Fed Headlines · Geopolitical Risk (Iran)",
          "invalidation": "Close below stop $1020.07 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 1035.88,
              "source": "orb_high",
              "confidence": 89,
              "reasons": [
                {
                  "source": "vwap",
                  "label": "VWAP",
                  "price": 1036.35,
                  "weight_pct": 30.0,
                  "matched": true,
                  "primary": false
                },
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 1035.42,
                  "weight_pct": 70.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "stop": {
              "price": 1020.07,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 1020.07,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 1047.42,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 1047.42,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(1047.42-1035.88)/1035.88=1.11%",
          "heuristic_expected_return_pct": 1.41,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 MU:在 1035.88 附近入场,目标 1047.42,预期 +1.11%",
          "expected_r": 0.3321,
          "rr_below_hard_min": true,
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 62.2,
            "shares": 6,
            "contracts": 0,
            "max_loss_usd": 94.86,
            "win_usd": 69.24,
            "loss_usd": 94.86,
            "expected_value_usd": 31.5,
            "risk_per_share": 15.81,
            "reward_per_share": 11.54,
            "rr_display": {
              "reward_risk_ratio": 0.73,
              "risk_reward_ratio": 1.37,
              "reward_per_share": 11.54,
              "risk_per_share": 15.81,
              "label_reward_risk": "Reward/Risk 0.73",
              "label_risk_reward": "Risk:Reward 1:1.37",
              "display": "Reward/Risk 0.73 · Risk:Reward 1:1.37",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$69 / Loss -$95"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 62.2,
            "contracts": 0,
            "shares": 6,
            "max_loss_usd": 94.86,
            "size_label": "None",
            "display": "Risk 1.0% → Position 62.2% → 6 unit(s) → Max Loss $94.86"
          },
          "why_wins_today": [
            {
              "rank": 1,
              "dimension": "win_prob",
              "label": "Highest Probability",
              "primary_value": 77.0,
              "runner_up_value": 72.0,
              "wins": true
            }
          ],
          "why_not_alternatives": [
            {
              "symbol": "ARM",
              "rank": 1,
              "reasons": [
                "Win% 77 vs 72",
                "ER 1.1% vs 2.6%",
                "Score 0.54 vs 0.93",
                "RS +4.0% vs +7.1%",
                "R:R 0.73 vs 0.6"
              ],
              "summary": "Why MU over ARM: Win% 77 vs 72 · ER 1.1% vs 2.6% · Score 0.54 vs 0.93 · RS +4.0% vs +7.1% · R:R 0.73 vs 0.6"
            },
            {
              "symbol": "AMD",
              "rank": 3,
              "reasons": [
                "Win% 77 vs 72",
                "ER 1.1% vs 1.3%",
                "Score 0.54 vs 0.48",
                "RS +4.0% vs +3.9%",
                "R:R 0.73 vs 0.5"
              ],
              "summary": "Why MU over AMD: Win% 77 vs 72 · ER 1.1% vs 1.3% · Score 0.54 vs 0.48 · RS +4.0% vs +3.9% · R:R 0.73 vs 0.5"
            },
            {
              "symbol": "TQQQ",
              "rank": 4,
              "reasons": [
                "Win% 77 vs 66",
                "ER 1.1% vs 1.1%",
                "Score 0.54 vs 0.35",
                "RS +4.0% vs +3.5%",
                "R:R 0.73 vs 0.33"
              ],
              "summary": "Why MU over TQQQ: Win% 77 vs 66 · ER 1.1% vs 1.1% · Score 0.54 vs 0.35 · RS +4.0% vs +3.5% · R:R 0.73 vs 0.33"
            },
            {
              "symbol": "AVGO",
              "rank": 5,
              "reasons": [
                "Win% 77 vs 66",
                "ER 1.1% vs 1.0%",
                "Score 0.54 vs 0.32",
                "RS +4.0% vs +3.0%",
                "R:R 0.73 vs 0.62"
              ],
              "summary": "Why MU over AVGO: Win% 77 vs 66 · ER 1.1% vs 1.0% · Score 0.54 vs 0.32 · RS +4.0% vs +3.0% · R:R 0.73 vs 0.62"
            },
            {
              "symbol": "SMH",
              "rank": 6,
              "reasons": [
                "Win% 77 vs 66",
                "ER 1.1% vs 0.8%",
                "Score 0.54 vs 0.25",
                "RS +4.0% vs +2.5%",
                "R:R 0.73 vs 0.41"
              ],
              "summary": "Why MU over SMH: Win% 77 vs 66 · ER 1.1% vs 0.8% · Score 0.54 vs 0.25 · RS +4.0% vs +2.5% · R:R 0.73 vs 0.41"
            }
          ],
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 77.0,
            "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": [
            {
              "date": "2026-08-28",
              "outcome": "win",
              "return_pct": 3.92,
              "match_score": 5,
              "direction": "LONG"
            }
          ],
          "ev_distribution": {
            "expected_value_usd": 31.5,
            "win_scenario_usd": 69.24,
            "loss_scenario_usd": 94.86,
            "win_prob_pct": 77.0,
            "display": "EV $+32 (win +$69 @ 77.0% · loss -$95)"
          },
          "entry_status": {
            "current_price": 1032.83,
            "ideal_entry": 1035.88,
            "distance_pct": -0.29,
            "remaining_er_pct": 1.41,
            "live_expected_return_pct": 1.41,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 1035.42,
            "zone_high": 1036.35,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        },
        {
          "rank": 3,
          "symbol": "AMD",
          "direction": "LONG",
          "instrument": "Stock",
          "horizon": "Swing",
          "confidence": 72,
          "confidence_stars": "★★★☆☆",
          "expected_move": "+1.41%",
          "expected_return_pct": 1.41,
          "win_prob": 72.0,
          "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
              }
            ],
            "total": 72.0,
            "raw_total": 72.0,
            "was_clamped": false
          },
          "risk_reward": 1.05,
          "final_score": 0.48,
          "trade_action": "Pass",
          "relative_strength": 3.9,
          "entry": "Above 574.9 (VWAP)",
          "entry_source": "vwap",
          "entry_price": 574.71,
          "entry_zone": {
            "low": 574.47,
            "high": 574.94,
            "mid": 574.71,
            "anchors": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 574.94
              },
              {
                "source": "orb_high",
                "label": "ORB高点",
                "price": 574.47
              }
            ],
            "display": "Entry Zone 574.47–574.94",
            "entry_source": "vwap",
            "tolerance_pct": 0.3
          },
          "stop": "567.0 (ORB低点)",
          "stop_source": "orb_low",
          "stop_price": 567.0,
          "target": "582.8 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 582.81,
          "targets": [
            "582.8 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 574.94,
            "orb_high": 574.47,
            "orb_low": 567.0,
            "prev_high": 545.09,
            "prev_low": 545.09,
            "prior_close": 545.09,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS vs QQQ +3.90%",
            "RS vs SMH +1.35%",
            "Volume 信号",
            "期望R 0.08 < 0.20(EV门禁)"
          ],
          "why_chain": "RS vs QQQ +3.90% · RS vs SMH +1.35% · Volume 信号 · 期望R 0.08 < 0.20(EV门禁)",
          "why_vs_runner_up": "—",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 3.9,
            "relative_strength_vs_smh": 1.35,
            "relative_weakness_score": -4.71,
            "gap_pct": 4.79,
            "beta_proxy": 3.41,
            "volume_signal": true,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 0.47,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Stock Edge",
          "score_formula_display": "final = win_prob(72%) × ER(1.3%) × rr_weight(0.5) / 100",
          "expected_high": 582.81,
          "expected_low": 559.82,
          "expected_close": 582.81,
          "current_price": 575.18,
          "upside_pct": 1.33,
          "downside_risk_pct": 2.67,
          "why_factors": [
            "RS vs QQQ +3.90%",
            "RS vs SMH +1.35%",
            "Volume 信号",
            "期望R 0.08 < 0.20(EV门禁)"
          ],
          "why_today": "RS vs QQQ +3.90% · RS vs SMH +1.35% · Volume 信号 · 期望R 0.08 < 0.20(EV门禁)",
          "gap_pct": 4.79,
          "rr_display": {
            "reward_risk_ratio": 1.05,
            "risk_reward_ratio": 0.95,
            "reward_per_share": 8.1,
            "risk_per_share": 7.71,
            "label_reward_risk": "Reward/Risk 1.05",
            "label_risk_reward": "Risk:Reward 1:0.95",
            "display": "Reward/Risk 1.05 · Risk:Reward 1:0.95",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Fed Headlines · Geopolitical Risk (Iran)",
          "invalidation": "Close below stop $567.0 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 574.71,
              "source": "vwap",
              "confidence": 98,
              "reasons": [
                {
                  "source": "vwap",
                  "label": "VWAP",
                  "price": 574.94,
                  "weight_pct": 54.0,
                  "matched": true,
                  "primary": true
                },
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 574.47,
                  "weight_pct": 23.0,
                  "matched": true,
                  "primary": false
                },
                {
                  "source": "current",
                  "label": "Above Current",
                  "price": 575.18,
                  "weight_pct": 23.0,
                  "matched": true,
                  "primary": false
                }
              ]
            },
            "stop": {
              "price": 567.0,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 567.0,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 582.81,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 582.81,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(582.81-574.71)/574.71=1.41%",
          "heuristic_expected_return_pct": 1.33,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 AMD:在 574.71 附近入场,目标 582.81,预期 +1.41%",
          "expected_r": 0.476,
          "rr_below_hard_min": true,
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 69.0,
            "shares": 12,
            "contracts": 0,
            "max_loss_usd": 92.52,
            "win_usd": 97.2,
            "loss_usd": 92.52,
            "expected_value_usd": 44.08,
            "risk_per_share": 7.71,
            "reward_per_share": 8.1,
            "rr_display": {
              "reward_risk_ratio": 1.05,
              "risk_reward_ratio": 0.95,
              "reward_per_share": 8.1,
              "risk_per_share": 7.71,
              "label_reward_risk": "Reward/Risk 1.05",
              "label_risk_reward": "Risk:Reward 1:0.95",
              "display": "Reward/Risk 1.05 · Risk:Reward 1:0.95",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$97 / Loss -$93"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 69.0,
            "contracts": 0,
            "shares": 12,
            "max_loss_usd": 92.52,
            "size_label": "None",
            "display": "Risk 1.0% → Position 69.0% → 12 unit(s) → Max Loss $92.52"
          },
          "why_wins_today": [],
          "why_not_alternatives": [
            {
              "symbol": "ARM",
              "rank": 1,
              "reasons": [
                "ER 1.4% vs 2.6%",
                "Score 0.48 vs 0.93",
                "RS +3.9% vs +7.1%",
                "R:R 1.05 vs 0.6"
              ],
              "summary": "Why AMD over ARM: ER 1.4% vs 2.6% · Score 0.48 vs 0.93 · RS +3.9% vs +7.1% · R:R 1.05 vs 0.6"
            },
            {
              "symbol": "MU",
              "rank": 2,
              "reasons": [
                "Win% 72 vs 77",
                "Score 0.48 vs 0.54",
                "RS +3.9% vs +4.0%",
                "R:R 1.05 vs 0.86"
              ],
              "summary": "Why AMD over MU: Win% 72 vs 77 · Score 0.48 vs 0.54 · RS +3.9% vs +4.0% · R:R 1.05 vs 0.86"
            },
            {
              "symbol": "TQQQ",
              "rank": 4,
              "reasons": [
                "Win% 72 vs 66",
                "ER 1.4% vs 1.1%",
                "Score 0.48 vs 0.35",
                "RS +3.9% vs +3.5%",
                "R:R 1.05 vs 0.33"
              ],
              "summary": "Why AMD over TQQQ: Win% 72 vs 66 · ER 1.4% vs 1.1% · Score 0.48 vs 0.35 · RS +3.9% vs +3.5% · R:R 1.05 vs 0.33"
            },
            {
              "symbol": "AVGO",
              "rank": 5,
              "reasons": [
                "Win% 72 vs 66",
                "ER 1.4% vs 1.0%",
                "Score 0.48 vs 0.32",
                "RS +3.9% vs +3.0%",
                "R:R 1.05 vs 0.62"
              ],
              "summary": "Why AMD over AVGO: Win% 72 vs 66 · ER 1.4% vs 1.0% · Score 0.48 vs 0.32 · RS +3.9% vs +3.0% · R:R 1.05 vs 0.62"
            },
            {
              "symbol": "SMH",
              "rank": 6,
              "reasons": [
                "Win% 72 vs 66",
                "ER 1.4% vs 0.8%",
                "Score 0.48 vs 0.25",
                "RS +3.9% vs +2.5%",
                "R:R 1.05 vs 0.41"
              ],
              "summary": "Why AMD over SMH: Win% 72 vs 66 · ER 1.4% vs 0.8% · Score 0.48 vs 0.25 · RS +3.9% vs +2.5% · R:R 1.05 vs 0.41"
            }
          ],
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 72.0,
            "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": [
            {
              "date": "2026-08-28",
              "outcome": "win",
              "return_pct": 3.92,
              "match_score": 5,
              "direction": "LONG"
            }
          ],
          "ev_distribution": {
            "expected_value_usd": 44.08,
            "win_scenario_usd": 97.2,
            "loss_scenario_usd": 92.52,
            "win_prob_pct": 72.0,
            "display": "EV $+44 (win +$97 @ 72.0% · loss -$93)"
          },
          "entry_status": {
            "current_price": 575.18,
            "ideal_entry": 574.71,
            "distance_pct": 0.08,
            "remaining_er_pct": 1.33,
            "live_expected_return_pct": 1.33,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 574.47,
            "zone_high": 574.94,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        },
        {
          "rank": 4,
          "symbol": "TQQQ",
          "direction": "LONG",
          "instrument": "ETF",
          "horizon": "Swing",
          "confidence": 66,
          "confidence_stars": "★★★☆☆",
          "expected_move": "+1.27%",
          "expected_return_pct": 1.27,
          "win_prob": 66.0,
          "win_prob_breakdown": {
            "components": [
              {
                "factor": "Base",
                "key": "base",
                "points": 50.0
              },
              {
                "factor": "RS",
                "key": "rs",
                "points": 12.0
              },
              {
                "factor": "Volume",
                "key": "volume",
                "points": 4.0
              }
            ],
            "total": 66.0,
            "raw_total": 66.0,
            "was_clamped": false
          },
          "risk_reward": 0.86,
          "final_score": 0.35,
          "trade_action": "Pass",
          "relative_strength": 3.47,
          "entry": "Above 74.9 (VWAP)",
          "entry_source": "vwap",
          "entry_price": 74.85,
          "entry_zone": {
            "low": 74.77,
            "high": 74.94,
            "mid": 74.85,
            "anchors": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 74.94
              },
              {
                "source": "orb_high",
                "label": "ORB高点",
                "price": 74.77
              }
            ],
            "display": "Entry Zone 74.77–74.94",
            "entry_source": "vwap",
            "tolerance_pct": 0.3
          },
          "stop": "73.7 (ORB低点)",
          "stop_source": "orb_low",
          "stop_price": 73.74,
          "target": "75.8 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 75.8,
          "targets": [
            "75.8 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 74.94,
            "orb_high": 74.77,
            "orb_low": 73.74,
            "prev_high": 71.38,
            "prev_low": 71.38,
            "prior_close": 71.38,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS vs QQQ +3.47%",
            "Volume 信号",
            "期望R -0.12 < 0.20(EV门禁)"
          ],
          "why_chain": "RS vs QQQ +3.47% · Volume 信号 · 期望R -0.12 < 0.20(EV门禁)",
          "why_vs_runner_up": "—",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 3.47,
            "relative_strength_vs_smh": 0.92,
            "relative_weakness_score": -4.02,
            "gap_pct": 4.43,
            "beta_proxy": 3.14,
            "volume_signal": true,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 0.47,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Relative Strength",
          "score_formula_display": "final = win_prob(66%) × ER(1.0%) × rr_weight(0.5) / 100",
          "expected_high": 75.8,
          "expected_low": 72.64,
          "expected_close": 75.8,
          "current_price": 75.01,
          "upside_pct": 1.05,
          "downside_risk_pct": 3.16,
          "why_factors": [
            "RS vs QQQ +3.47%",
            "Volume 信号",
            "期望R -0.12 < 0.20(EV门禁)"
          ],
          "why_today": "RS vs QQQ +3.47% · Volume 信号 · 期望R -0.12 < 0.20(EV门禁)",
          "gap_pct": 4.43,
          "rr_display": {
            "reward_risk_ratio": 0.86,
            "risk_reward_ratio": 1.16,
            "reward_per_share": 0.95,
            "risk_per_share": 1.11,
            "label_reward_risk": "Reward/Risk 0.86",
            "label_risk_reward": "Risk:Reward 1:1.16",
            "display": "Reward/Risk 0.86 · Risk:Reward 1:1.16",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Fed Headlines · Geopolitical Risk (Iran)",
          "invalidation": "Close below stop $73.74 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 74.85,
              "source": "vwap",
              "confidence": 98,
              "reasons": [
                {
                  "source": "vwap",
                  "label": "VWAP",
                  "price": 74.94,
                  "weight_pct": 54.0,
                  "matched": true,
                  "primary": true
                },
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 74.77,
                  "weight_pct": 23.0,
                  "matched": true,
                  "primary": false
                },
                {
                  "source": "current",
                  "label": "Above Current",
                  "price": 75.01,
                  "weight_pct": 23.0,
                  "matched": true,
                  "primary": false
                }
              ]
            },
            "stop": {
              "price": 73.74,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 73.74,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 75.8,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 75.8,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(75.8-74.85)/74.85=1.27%",
          "heuristic_expected_return_pct": 1.05,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 TQQQ:在 74.85 附近入场,目标 75.8,预期 +1.27%",
          "expected_r": 0.2276,
          "rr_below_hard_min": true,
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 67.4,
            "shares": 90,
            "contracts": 0,
            "max_loss_usd": 99.9,
            "win_usd": 85.5,
            "loss_usd": 99.9,
            "expected_value_usd": 22.46,
            "risk_per_share": 1.11,
            "reward_per_share": 0.95,
            "rr_display": {
              "reward_risk_ratio": 0.86,
              "risk_reward_ratio": 1.16,
              "reward_per_share": 0.95,
              "risk_per_share": 1.11,
              "label_reward_risk": "Reward/Risk 0.86",
              "label_risk_reward": "Risk:Reward 1:1.16",
              "display": "Reward/Risk 0.86 · Risk:Reward 1:1.16",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$86 / Loss -$100"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 67.4,
            "contracts": 0,
            "shares": 90,
            "max_loss_usd": 99.9,
            "size_label": "None",
            "display": "Risk 1.0% → Position 67.4% → 90 unit(s) → Max Loss $99.9"
          },
          "why_wins_today": [
            {
              "rank": 1,
              "dimension": "liquidity",
              "label": "Highest Liquidity",
              "primary_value": 5.0,
              "runner_up_value": 5.0,
              "wins": true
            }
          ],
          "why_not_alternatives": [
            {
              "symbol": "ARM",
              "rank": 1,
              "reasons": [
                "Win% 66 vs 72",
                "ER 1.3% vs 2.6%",
                "Score 0.35 vs 0.93",
                "RS +3.5% vs +7.1%",
                "R:R 0.86 vs 0.6"
              ],
              "summary": "Why TQQQ over ARM: Win% 66 vs 72 · ER 1.3% vs 2.6% · Score 0.35 vs 0.93 · RS +3.5% vs +7.1% · R:R 0.86 vs 0.6"
            },
            {
              "symbol": "MU",
              "rank": 2,
              "reasons": [
                "Win% 66 vs 77",
                "ER 1.3% vs 1.4%",
                "Score 0.35 vs 0.54",
                "RS +3.5% vs +4.0%"
              ],
              "summary": "Why TQQQ over MU: Win% 66 vs 77 · ER 1.3% vs 1.4% · Score 0.35 vs 0.54 · RS +3.5% vs +4.0%"
            },
            {
              "symbol": "AMD",
              "rank": 3,
              "reasons": [
                "Win% 66 vs 72",
                "ER 1.3% vs 1.3%",
                "Score 0.35 vs 0.48",
                "RS +3.5% vs +3.9%",
                "R:R 0.86 vs 0.5"
              ],
              "summary": "Why TQQQ over AMD: Win% 66 vs 72 · ER 1.3% vs 1.3% · Score 0.35 vs 0.48 · RS +3.5% vs +3.9% · R:R 0.86 vs 0.5"
            },
            {
              "symbol": "AVGO",
              "rank": 5,
              "reasons": [
                "ER 1.3% vs 1.0%",
                "Score 0.35 vs 0.32",
                "RS +3.5% vs +3.0%",
                "R:R 0.86 vs 0.62"
              ],
              "summary": "Why TQQQ over AVGO: ER 1.3% vs 1.0% · Score 0.35 vs 0.32 · RS +3.5% vs +3.0% · R:R 0.86 vs 0.62"
            },
            {
              "symbol": "SMH",
              "rank": 6,
              "reasons": [
                "ER 1.3% vs 0.8%",
                "Score 0.35 vs 0.25",
                "RS +3.5% vs +2.5%",
                "R:R 0.86 vs 0.41"
              ],
              "summary": "Why TQQQ over SMH: ER 1.3% vs 0.8% · Score 0.35 vs 0.25 · RS +3.5% vs +2.5% · R:R 0.86 vs 0.41"
            }
          ],
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 66.0,
            "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": [
            {
              "date": "2026-08-28",
              "outcome": "win",
              "return_pct": 3.92,
              "match_score": 5,
              "direction": "LONG"
            }
          ],
          "ev_distribution": {
            "expected_value_usd": 22.46,
            "win_scenario_usd": 85.5,
            "loss_scenario_usd": 99.9,
            "win_prob_pct": 66.0,
            "display": "EV $+22 (win +$86 @ 66.0% · loss -$100)"
          },
          "entry_status": {
            "current_price": 75.01,
            "ideal_entry": 74.85,
            "distance_pct": 0.21,
            "remaining_er_pct": 1.05,
            "live_expected_return_pct": 1.05,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 74.77,
            "zone_high": 74.94,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        },
        {
          "rank": 5,
          "symbol": "AVGO",
          "direction": "LONG",
          "instrument": "Stock",
          "horizon": "Swing",
          "confidence": 66,
          "confidence_stars": "★★★☆☆",
          "expected_move": "+1.05%",
          "expected_return_pct": 1.05,
          "win_prob": 66.0,
          "win_prob_breakdown": {
            "components": [
              {
                "factor": "Base",
                "key": "base",
                "points": 50.0
              },
              {
                "factor": "RS",
                "key": "rs",
                "points": 12.0
              },
              {
                "factor": "Volume",
                "key": "volume",
                "points": 4.0
              }
            ],
            "total": 66.0,
            "raw_total": 66.0,
            "was_clamped": false
          },
          "risk_reward": 1.13,
          "final_score": 0.32,
          "trade_action": "Pass",
          "relative_strength": 2.96,
          "entry": "Above 362.9 (VWAP)",
          "entry_source": "vwap",
          "entry_price": 362.88,
          "entry_zone": {
            "low": 362.8,
            "high": 362.95,
            "mid": 362.88,
            "anchors": [
              {
                "source": "vwap",
                "label": "VWAP",
                "price": 362.95
              },
              {
                "source": "orb_high",
                "label": "ORB高点",
                "price": 362.8
              }
            ],
            "display": "Entry Zone 362.80–362.95",
            "entry_source": "vwap",
            "tolerance_pct": 0.3
          },
          "stop": "359.5 (ORB低点)",
          "stop_source": "orb_low",
          "stop_price": 359.52,
          "target": "366.7 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 366.69,
          "targets": [
            "366.7 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 362.95,
            "orb_high": 362.8,
            "orb_low": 359.52,
            "prev_high": 347.3,
            "prev_low": 347.3,
            "prior_close": 347.3,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS vs QQQ +2.96%",
            "Volume 信号",
            "期望R 0.07 < 0.20(EV门禁)"
          ],
          "why_chain": "RS vs QQQ +2.96% · Volume 信号 · 期望R 0.07 < 0.20(EV门禁)",
          "why_vs_runner_up": "—",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 2.96,
            "relative_strength_vs_smh": 0.41,
            "relative_weakness_score": -3.21,
            "gap_pct": 3.96,
            "beta_proxy": 2.83,
            "volume_signal": true,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 0.47,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Stock Edge",
          "score_formula_display": "final = win_prob(66%) × ER(1.0%) × rr_weight(0.5) / 100",
          "expected_high": 366.69,
          "expected_low": 357.61,
          "expected_close": 366.69,
          "current_price": 363.21,
          "upside_pct": 0.96,
          "downside_risk_pct": 1.54,
          "why_factors": [
            "RS vs QQQ +2.96%",
            "Volume 信号",
            "期望R 0.07 < 0.20(EV门禁)"
          ],
          "why_today": "RS vs QQQ +2.96% · Volume 信号 · 期望R 0.07 < 0.20(EV门禁)",
          "gap_pct": 3.96,
          "rr_display": {
            "reward_risk_ratio": 1.13,
            "risk_reward_ratio": 0.88,
            "reward_per_share": 3.81,
            "risk_per_share": 3.36,
            "label_reward_risk": "Reward/Risk 1.13",
            "label_risk_reward": "Risk:Reward 1:0.88",
            "display": "Reward/Risk 1.13 · Risk:Reward 1:0.88",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Fed Headlines · Geopolitical Risk (Iran)",
          "invalidation": "Close below stop $359.52 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 362.88,
              "source": "vwap",
              "confidence": 98,
              "reasons": [
                {
                  "source": "vwap",
                  "label": "VWAP",
                  "price": 362.95,
                  "weight_pct": 54.0,
                  "matched": true,
                  "primary": true
                },
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 362.8,
                  "weight_pct": 23.0,
                  "matched": true,
                  "primary": false
                },
                {
                  "source": "current",
                  "label": "Above Current",
                  "price": 363.21,
                  "weight_pct": 23.0,
                  "matched": true,
                  "primary": false
                }
              ]
            },
            "stop": {
              "price": 359.52,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 359.52,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 366.69,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 366.69,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(366.69-362.88)/362.88=1.05%",
          "heuristic_expected_return_pct": 0.96,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 AVGO:在 362.88 附近入场,目标 366.69,预期 +1.05%",
          "expected_r": 0.4058,
          "rr_below_hard_min": true,
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 100.0,
            "shares": 29,
            "contracts": 0,
            "max_loss_usd": 97.44,
            "win_usd": 110.49,
            "loss_usd": 97.44,
            "expected_value_usd": 39.79,
            "risk_per_share": 3.36,
            "reward_per_share": 3.81,
            "rr_display": {
              "reward_risk_ratio": 1.13,
              "risk_reward_ratio": 0.88,
              "reward_per_share": 3.81,
              "risk_per_share": 3.36,
              "label_reward_risk": "Reward/Risk 1.13",
              "label_risk_reward": "Risk:Reward 1:0.88",
              "display": "Reward/Risk 1.13 · Risk:Reward 1:0.88",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$110 / Loss -$97"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 100.0,
            "contracts": 0,
            "shares": 29,
            "max_loss_usd": 97.44,
            "size_label": "None",
            "display": "Risk 1.0% → Position 100.0% → 29 unit(s) → Max Loss $97.44"
          },
          "why_wins_today": [],
          "why_not_alternatives": [
            {
              "symbol": "ARM",
              "rank": 1,
              "reasons": [
                "Win% 66 vs 72",
                "ER 1.1% vs 2.6%",
                "Score 0.32 vs 0.93",
                "RS +3.0% vs +7.1%",
                "R:R 1.13 vs 0.6"
              ],
              "summary": "Why AVGO over ARM: Win% 66 vs 72 · ER 1.1% vs 2.6% · Score 0.32 vs 0.93 · RS +3.0% vs +7.1% · R:R 1.13 vs 0.6"
            },
            {
              "symbol": "MU",
              "rank": 2,
              "reasons": [
                "Win% 66 vs 77",
                "ER 1.1% vs 1.4%",
                "Score 0.32 vs 0.54",
                "RS +3.0% vs +4.0%",
                "R:R 1.13 vs 0.86"
              ],
              "summary": "Why AVGO over MU: Win% 66 vs 77 · ER 1.1% vs 1.4% · Score 0.32 vs 0.54 · RS +3.0% vs +4.0% · R:R 1.13 vs 0.86"
            },
            {
              "symbol": "AMD",
              "rank": 3,
              "reasons": [
                "Win% 66 vs 72",
                "ER 1.1% vs 1.3%",
                "Score 0.32 vs 0.48",
                "RS +3.0% vs +3.9%",
                "R:R 1.13 vs 0.5"
              ],
              "summary": "Why AVGO over AMD: Win% 66 vs 72 · ER 1.1% vs 1.3% · Score 0.32 vs 0.48 · RS +3.0% vs +3.9% · R:R 1.13 vs 0.5"
            },
            {
              "symbol": "TQQQ",
              "rank": 4,
              "reasons": [
                "Score 0.32 vs 0.35",
                "RS +3.0% vs +3.5%",
                "R:R 1.13 vs 0.33"
              ],
              "summary": "Why AVGO over TQQQ: Score 0.32 vs 0.35 · RS +3.0% vs +3.5% · R:R 1.13 vs 0.33"
            },
            {
              "symbol": "SMH",
              "rank": 6,
              "reasons": [
                "ER 1.1% vs 0.8%",
                "Score 0.32 vs 0.25",
                "RS +3.0% vs +2.5%",
                "R:R 1.13 vs 0.41"
              ],
              "summary": "Why AVGO over SMH: ER 1.1% vs 0.8% · Score 0.32 vs 0.25 · RS +3.0% vs +2.5% · R:R 1.13 vs 0.41"
            }
          ],
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 66.0,
            "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": [
            {
              "date": "2026-08-28",
              "outcome": "win",
              "return_pct": 3.92,
              "match_score": 5,
              "direction": "LONG"
            }
          ],
          "ev_distribution": {
            "expected_value_usd": 39.79,
            "win_scenario_usd": 110.49,
            "loss_scenario_usd": 97.44,
            "win_prob_pct": 66.0,
            "display": "EV $+40 (win +$110 @ 66.0% · loss -$97)"
          },
          "entry_status": {
            "current_price": 363.21,
            "ideal_entry": 362.88,
            "distance_pct": 0.09,
            "remaining_er_pct": 0.96,
            "live_expected_return_pct": 0.96,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 362.8,
            "zone_high": 362.95,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        }
      ],
      "watchlist_items": [
        {
          "symbol": "SMH",
          "rank": 6,
          "win_prob": 66.0,
          "expected_return_pct": 0.77,
          "trade_action": "Pass",
          "why": "RS vs QQQ +2.55% · Volume 信号 · 期望R -0.07 < 0.20(EV门禁)",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "XLK",
          "rank": 7,
          "win_prob": 60.0,
          "expected_return_pct": 0.21,
          "trade_action": "Pass",
          "why": "RS vs QQQ +0.43% · Volume 信号 · 期望R -0.15 < 0.20(EV门禁)",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "AMZN",
          "rank": 8,
          "win_prob": 54.0,
          "expected_return_pct": 0.14,
          "trade_action": "Pass",
          "why": "Volume 信号 · 期望R -0.13 < 0.20(EV门禁)",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "QQQ",
          "rank": 9,
          "win_prob": 59.0,
          "expected_return_pct": 0.11,
          "trade_action": "Pass",
          "why": "Gap 未过度延伸 · Volume 信号 · 期望R -0.10 < 0.20(EV门禁)",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "NVDA",
          "rank": 10,
          "win_prob": 65.0,
          "expected_return_pct": 0.07,
          "trade_action": "Pass",
          "why": "RS vs QQQ +0.74% · News 8 · Volume 信号 · 期望R -0.03 < 0.20(EV门禁)",
          "note": "Monitor — below trade threshold"
        }
      ],
      "advisory": true,
      "swing": {
        "symbol": "MSFT",
        "direction": "SHORT",
        "instrument": "Stock",
        "horizon": "Swing",
        "duration": "Swing (days–weeks)",
        "confidence": 59,
        "entry": "Near 497.0 (swing zone)",
        "entry_source": "swing_zone",
        "entry_price": 497.01,
        "entry_zone": {
          "low": 495.52,
          "high": 501.94,
          "mid": 497.01,
          "display": "$495.52–$501.94",
          "source": "swing_pullback"
        },
        "stop": "509.9 (week_high)",
        "stop_source": "week_high",
        "stop_price": 509.95,
        "target": "472.2 (T1 ~5.0%)",
        "target_source": "2xATR_or_5pct",
        "target_price": 472.16,
        "targets": [
          {
            "price": 472.16,
            "label": "T1",
            "pct": 5.0
          },
          {
            "price": 447.31,
            "label": "T2",
            "pct": 10.0
          }
        ],
        "expected_return_pct": 5.0,
        "expected_move": "+5.00%",
        "risk_reward": 1.92,
        "win_prob": 54.0,
        "final_score": 0.0,
        "swing_quality": 4.984,
        "atr": 9.8643,
        "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": 495.52,
        "why": [
          "高流动性波段标的 MSFT",
          "Prior day +0.0%",
          "5D momentum -0.4%",
          "RS vs QQQ -2.07%",
          "News/6 catalyst hints",
          "Swing score 5.0"
        ],
        "why_chain": "高流动性波段标的 MSFT · Prior day +0.0% · 5D momentum -0.4% · RS vs QQQ -2.07%",
        "invalidation": "Close beyond stop $509.95 or thesis broken (trend flip / catalyst fade)",
        "trade_summary_cn": "波段做空 MSFT:理想入场 $495.52–$501.94,止损 $509.95,目标 $472.16(约 +5.0%),持仓天数–数周",
        "one_liner": "波段做空 MSFT:理想入场 $495.52–$501.94,止损 $509.95,目标 $472.16(约 +5.0%),持仓天数–数周",
        "edge_type": "Stock Edge",
        "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):Fed Headlines、Geopolitical Risk (Iran)、Oil Selloff、Trade Policy",
        "catalyst": "Fed Headlines、Geopolitical Risk (Iran)、Oil Selloff、Trade Policy"
      },
      "index_edge": {
        "edge": "YES",
        "why": "QQQ 盘前/开盘 +1.63%"
      },
      "sector_edge": {
        "edge": "YES",
        "why": "SMH 领先 QQQ +2.40%",
        "sector": "Semiconductor"
      },
      "stock_edge": {
        "edge": "YES",
        "why": "NVDA RS+新闻+量能",
        "symbol": "NVDA"
      },
      "advisory": "ADVISORY — 不构成投资建议"
    },
    "trade_candidates": [
      {
        "symbol": "ARM",
        "win_prob": 72.0,
        "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
            }
          ],
          "total": 72.0,
          "raw_total": 72.0,
          "was_clamped": false
        },
        "expected_return_pct": 2.58,
        "expected_high": 295.45,
        "expected_low": 275.61,
        "expected_close": 295.45,
        "current_price": 288.01,
        "upside_pct": 2.58,
        "downside_risk_pct": 4.31,
        "risk_reward": 0.6,
        "rr_display": {
          "reward_risk_ratio": 0.6,
          "risk_reward_ratio": 1.67,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 0.60",
          "label_risk_reward": "Risk:Reward 1:1.67",
          "display": "Reward/Risk 0.60 · Risk:Reward 1:1.67",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": 0.152,
        "final_score": 0.93,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 7.72,
        "relative_strength": 7.1,
        "relative_strength_vs_smh": 4.55,
        "relative_weakness_score": -9.83,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS vs QQQ +7.10%",
          "RS vs SMH +4.55%",
          "Volume 信号",
          "期望R 0.15 < 0.20(EV门禁)"
        ],
        "why": "RS vs QQQ +7.10% · RS vs SMH +4.55% · Volume 信号 · 期望R 0.15 < 0.20(EV门禁)",
        "score": 9,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": 7.1,
          "relative_strength_vs_smh": 4.55,
          "relative_weakness_score": -9.83,
          "gap_pct": 7.72,
          "beta_proxy": 5.38,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 0.47,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Stock Edge",
        "score_formula_display": "final = win_prob(72%) × ER(2.6%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "ARM RS +7.1% vs MU +4.0%;ER 2.6% vs 1.4%;higher beta (5.4 vs 3.5);relative strength",
        "advisory": true,
        "rank": 1,
        "direction": "LONG"
      },
      {
        "symbol": "MU",
        "win_prob": 77.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": 18.0
            },
            {
              "factor": "Catalyst",
              "key": "catalyst",
              "points": 5.0
            },
            {
              "factor": "Volume",
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          ],
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        },
        "expected_return_pct": 1.41,
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          "label_risk_reward": "Risk:Reward 1:1.16",
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        "trade_action": "Pass",
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        "gap_pct": 5.32,
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          "RS vs SMH +1.49%",
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          "Volume 信号",
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        ],
        "why": "RS vs QQQ +4.04% · RS vs SMH +1.49% · News 1 · Volume 信号",
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        "expected_return_pct": 1.33,
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        "expected_return_pct": 1.05,
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          "label_risk_reward": "Risk:Reward 1:3.03",
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        "trade_action": "Pass",
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          "Volume 信号",
          "期望R -0.15 < 0.20(EV门禁)"
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        "why": "RS vs QQQ +0.43% · Volume 信号 · 期望R -0.15 < 0.20(EV门禁)",
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        "trade_action": "Pass",
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        "why": "Volume 信号 · 期望R -0.13 < 0.20(EV门禁)",
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              "factor": "Gap",
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          "label_risk_reward": "Risk:Reward 1:1.92",
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          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
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        "trade_action": "Pass",
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        "why_factors": [
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          "Volume 信号",
          "期望R -0.10 < 0.20(EV门禁)"
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        "why": "Gap 未过度延伸 · Volume 信号 · 期望R -0.10 < 0.20(EV门禁)",
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        "advisory": true,
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              "points": 50.0
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              "factor": "RS",
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              "points": 6.0
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            {
              "factor": "Catalyst",
              "key": "catalyst",
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              "factor": "Volume",
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        "expected_high": 225.63,
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          "label_reward_risk": "Reward/Risk 0.50",
          "label_risk_reward": "Risk:Reward 1:2.00",
          "display": "Reward/Risk 0.50 · Risk:Reward 1:2.00",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
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        "expected_r": -0.025,
        "final_score": 0.02,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 1.76,
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        "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": -0.1252,
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -0.75,
        "relative_strength": -2.07,
        "relative_strength_vs_smh": -4.62,
        "relative_weakness_score": 4.84,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS 弱于 QQQ -2.07%",
          "Gap 未过度延伸",
          "News 6",
          "Volume 信号",
          "期望R -0.13 < 0.20(EV门禁)"
        ],
        "why": "RS 弱于 QQQ -2.07% · Gap 未过度延伸 · News 6 · Volume 信号",
        "score": 0,
        "news_count": 6,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -2.07,
          "relative_strength_vs_smh": -4.62,
          "relative_weakness_score": 4.84,
          "gap_pct": -0.75,
          "beta_proxy": -0.28,
          "volume_signal": true,
          "news_count": 6,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 0.47,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Stock Edge",
        "score_formula_display": "final = win_prob(54%) × ER(-0.5%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 18,
        "direction": "LONG"
      },
      {
        "symbol": "XLE",
        "win_prob": 49.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -10.0
            },
            {
              "factor": "Gap",
              "key": "gap",
              "points": 5.0
            },
            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
            }
          ],
          "total": 49.0,
          "raw_total": 49.0,
          "was_clamped": false
        },
        "expected_return_pct": -0.76,
        "expected_high": 64.31,
        "expected_low": 62.89,
        "expected_close": 62.92,
        "current_price": 63.4,
        "upside_pct": 1.44,
        "downside_risk_pct": 0.8,
        "risk_reward": 1.79,
        "rr_display": {
          "reward_risk_ratio": 1.79,
          "risk_reward_ratio": 0.56,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 1.79",
          "label_risk_reward": "Risk:Reward 1:0.56",
          "display": "Reward/Risk 1.79 · Risk:Reward 1:0.56",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "expected_r": 0.3671,
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -1.3,
        "relative_strength": -3.29,
        "relative_strength_vs_smh": -5.84,
        "relative_weakness_score": 6.79,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS 弱于 QQQ -3.29%",
          "Gap 未过度延伸",
          "Volume 信号",
          "几何上行 <1.5%(软门槛)"
        ],
        "why": "RS 弱于 QQQ -3.29% · Gap 未过度延伸 · Volume 信号 · 几何上行 <1.5%(软门槛)",
        "score": 0,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -3.29,
          "relative_strength_vs_smh": -5.84,
          "relative_weakness_score": 6.79,
          "gap_pct": -1.3,
          "beta_proxy": -1.03,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 0.47,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(49%) × ER(-0.8%) × rr_weight(0.9) / 100",
        "rr_weight": 0.9,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 19,
        "direction": "LONG"
      }
    ]
  },
  "intraday": {
    "s5": {
      "driver_still_valid": true,
      "action": "Hold"
    },
    "s6": {
      "trade_valid": false,
      "action": "N/A"
    },
    "s7": {
      "actual_driver": "AI/Semiconductor",
      "attribution": {
        "ai": 0.8,
        "bond": 0.142,
        "oil": 0.0,
        "macro": 0.008,
        "other": 0.05,
        "splits": {}
      }
    }
  },
  "trade_plan": {},
  "actual": {},
  "attribution": {
    "ai": 0.8,
    "bond": 0.142,
    "oil": 0.0,
    "macro": 0.008,
    "other": 0.05,
    "splits": {}
  },
  "labels": {
    "actual_driver": "AI/Semiconductor",
    "agent_driver": "Fed Headlines",
    "agent_driver_type": "Fed",
    "corrected_driver_from_verify": null,
    "driver_splits": {},
    "hypothesis_correct": "部分对",
    "scenario_primary": "A",
    "scenario_actual": "A",
    "scenario_correct": true,
    "trade_recommendation": "—",
    "trade_direction": "NO TRADE",
    "primary_symbol": "—",
    "predicted_return_pct": null,
    "prediction_error_pct": null
  },
  "surprise": "AI/Semiconductor dominated more than typical day",
  "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-54"
  ],
  "bayesian_drivers": {
    "AI": 1.0,
    "Bond": 0.0,
    "Macro": 0.0,
    "Oil": 0.0,
    "Risk": 0.0
  },
  "data_gaps": []
}