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Market Case · 2026-07-17

Day 11

Day 11
9/9 Steps

Regime · Hypothesis

R0 Regime
AI Expansion (82.0%)
Hypothesis
AI Chip Selloff dominates today despite macro tailwinds?
ID
H-2026-07-17-001

Labels · Attribution

真正 Driver
AI Chip Selloff
Hypothesis 结果
部分对
Scenario 预测
A
Scenario 实际
B
Scenario 命中
AI 贡献
83%
Bond
2%

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;SMH -6.2% + QQQ -3.2%:半导体拖累纳指

Evidence / Counter

Evidence

  • Regime=AI Expansion (conf=82%)

Counter

  • VIX↑ 8.2% (risk-off pressure)
  • Breadth 14% (narrow market)

Step 快捷入口

原始 JSON
{
  "date": "2026-07-17",
  "features": {
    "dgs10": 4.55,
    "dgs2": null,
    "vix": 18.11,
    "vix_chg": 8.25,
    "qqq_chg": -3.22,
    "smh_chg": -6.18,
    "nvda_chg": -4.82,
    "spy_chg": 0.0,
    "oil_chg": 0.0,
    "dxy_chg": 0.07,
    "breadth_proxy": 0.14285714285714285,
    "qqq_gap": -3.38,
    "news_headline_count": 30,
    "news_bearish_ratio": 0.2,
    "news_ai_mentions": 56,
    "news_macro_mentions": 1,
    "news_oil_mentions": 2,
    "news_risk_mentions": 1
  },
  "regime": {
    "label": "AI Expansion",
    "confidence": 0.82
  },
  "hypothesis": {
    "id": "H-2026-07-17-001",
    "statement": "AI Chip Selloff dominates today despite macro tailwinds?",
    "evidence": [
      "Regime=AI Expansion (conf=82%)"
    ],
    "counter_evidence": [
      "VIX↑ 8.2% (risk-off pressure)",
      "Breadth 14% (narrow market)"
    ],
    "confidence": 0.48,
    "status": "待验证"
  },
  "morning": {
    "bias": "Strong Bear",
    "total": -5,
    "driver_type": "Political",
    "daily_driver": "Geopolitical Risk",
    "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": "TQQQ",
          "direction": "SHORT",
          "instrument": "ETF",
          "horizon": "Swing",
          "confidence": 54,
          "confidence_stars": "★★☆☆☆",
          "expected_move": "+0.36%",
          "expected_return_pct": 0.36,
          "win_prob": 54.0,
          "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
              },
              {
                "factor": "Macro",
                "key": "macro",
                "points": -12.0
              }
            ],
            "total": 54.0,
            "raw_total": 54.0,
            "was_clamped": false
          },
          "risk_reward": 0.05,
          "final_score": 0.56,
          "trade_action": "Pass",
          "relative_strength": -6.35,
          "entry": "Below 66.2 (ORB低点)",
          "entry_source": "orb_low",
          "entry_price": 66.17,
          "entry_zone": {
            "low": 66.0,
            "high": 66.35,
            "mid": 66.17,
            "anchors": [
              {
                "source": "orb_low",
                "label": "ORB低点",
                "price": 66.15
              }
            ],
            "display": "Entry Zone 66.00–66.35",
            "entry_source": "orb_low",
            "tolerance_pct": 0.3
          },
          "stop": "70.7 (ORB高点)",
          "stop_source": "orb_high",
          "stop_price": 70.74,
          "target": "65.9 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 65.93,
          "targets": [
            "65.9 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 67.08,
            "orb_high": 70.74,
            "orb_low": 66.15,
            "prev_high": 74.44,
            "prev_low": 74.44,
            "prior_close": 74.44,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS弱于QQQ -6.35%",
            "Volume 信号",
            "VIX 走高",
            "Geo-risk day — avoid blind TQQQ short vs escalation",
            "Price ER 0.36% < 1.0%"
          ],
          "why_chain": "RS弱于QQQ -6.35% · Volume 信号 · VIX 走高 · Geo-risk day — avoid blind TQQQ short vs escalation",
          "why_vs_runner_up": "TQQQ RS -6.3% vs AVGO +1.3%;Win% 54 vs 42;higher beta (3.0 vs 0.6);relative weakness play",
          "factor_breakdown": {
            "relative_strength_vs_qqq": -6.35,
            "relative_strength_vs_smh": -3.13,
            "relative_weakness_score": 8.23,
            "gap_pct": -10.06,
            "beta_proxy": 2.98,
            "volume_signal": true,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 8.25,
            "prior_day_change_pct": 0.0
          },
          "edge_type": "Relative Weakness",
          "score_formula_display": "final = win_prob(54%) × ER(2.1%) × rr_weight(0.5) / 100",
          "expected_high": 70.74,
          "expected_low": 65.93,
          "expected_close": 65.93,
          "current_price": 67.33,
          "upside_pct": 2.07,
          "downside_risk_pct": 5.06,
          "why_factors": [
            "RS弱于QQQ -6.35%",
            "Volume 信号",
            "VIX 走高",
            "Geo-risk day — avoid blind TQQQ short vs escalation",
            "Price ER 0.36% < 1.0%"
          ],
          "why_today": "RS弱于QQQ -6.35% · Volume 信号 · VIX 走高 · Geo-risk day — avoid blind TQQQ short vs escalation",
          "gap_pct": -10.06,
          "rr_display": {
            "reward_risk_ratio": 0.05,
            "risk_reward_ratio": 20.0,
            "reward_per_share": 0.24,
            "risk_per_share": 4.57,
            "label_reward_risk": "Reward/Risk 0.05",
            "label_risk_reward": "Risk:Reward 1:20.00",
            "display": "Reward/Risk 0.05 · Risk:Reward 1:20.00",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Geopolitical Risk · Macro Surprise",
          "invalidation": "Close above stop $70.74 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 66.17,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 66.15,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "stop": {
              "price": 70.74,
              "source": "orb_high",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 70.74,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 65.93,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 65.93,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(66.17-65.93)/66.17=0.36%",
          "heuristic_expected_return_pct": 2.07,
          "target_action": "买入/平空仓",
          "trade_summary_cn": "做空 TQQQ:在 66.17 附近入场,目标 65.93,预期 +0.36%",
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 13.9,
            "shares": 21,
            "contracts": 0,
            "max_loss_usd": 95.97,
            "win_usd": 5.04,
            "loss_usd": 95.97,
            "expected_value_usd": -41.42,
            "risk_per_share": 4.57,
            "reward_per_share": 0.24,
            "rr_display": {
              "reward_risk_ratio": 0.05,
              "risk_reward_ratio": 20.0,
              "reward_per_share": 0.24,
              "risk_per_share": 4.57,
              "label_reward_risk": "Reward/Risk 0.05",
              "label_risk_reward": "Risk:Reward 1:20.00",
              "display": "Reward/Risk 0.05 · Risk:Reward 1:20.00",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$5 / Loss -$96"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 13.9,
            "contracts": 0,
            "shares": 21,
            "max_loss_usd": 95.97,
            "size_label": "None",
            "display": "Risk 1.0% → Position 13.9% → 21 unit(s) → Max Loss $95.97"
          },
          "why_wins_today": [
            {
              "rank": 1,
              "dimension": "relative_strength",
              "label": "Highest Relative Strength",
              "primary_value": -6.35,
              "runner_up_value": 1.95,
              "wins": true
            },
            {
              "rank": 2,
              "dimension": "expected_range",
              "label": "Largest Expected Range",
              "primary_value": 7.13,
              "runner_up_value": 4.2,
              "wins": true
            },
            {
              "rank": 3,
              "dimension": "liquidity",
              "label": "Highest Liquidity",
              "primary_value": 5.0,
              "runner_up_value": 5.0,
              "wins": true
            }
          ],
          "why_not_alternatives": [
            {
              "symbol": "AVGO",
              "rank": 2,
              "reasons": [
                "Win% 54 vs 42",
                "ER 0.4% vs 2.1%",
                "Score 0.56 vs 0.44",
                "RS -6.3% vs +1.3%"
              ],
              "summary": "Why TQQQ over AVGO: Win% 54 vs 42 · ER 0.4% vs 2.1% · Score 0.56 vs 0.44 · RS -6.3% vs +1.3%"
            },
            {
              "symbol": "SMH",
              "rank": 3,
              "reasons": [
                "ER 0.4% vs 1.2%",
                "Score 0.56 vs 0.32",
                "RS -6.3% vs -3.2%"
              ],
              "summary": "Why TQQQ over SMH: ER 0.4% vs 1.2% · Score 0.56 vs 0.32 · RS -6.3% vs -3.2%"
            },
            {
              "symbol": "META",
              "rank": 4,
              "reasons": [
                "Win% 54 vs 72",
                "ER 0.4% vs 0.5%",
                "Score 0.56 vs 0.18",
                "RS -6.3% vs -0.8%"
              ],
              "summary": "Why TQQQ over META: Win% 54 vs 72 · ER 0.4% vs 0.5% · Score 0.56 vs 0.18 · RS -6.3% vs -0.8%"
            },
            {
              "symbol": "ARM",
              "rank": 5,
              "reasons": [
                "Win% 54 vs 46",
                "ER 0.4% vs 0.5%",
                "Score 0.56 vs 0.11",
                "RS -6.3% vs -0.1%"
              ],
              "summary": "Why TQQQ over ARM: Win% 54 vs 46 · ER 0.4% vs 0.5% · Score 0.56 vs 0.11 · RS -6.3% vs -0.1%"
            },
            {
              "symbol": "NVDA",
              "rank": 6,
              "reasons": [
                "Win% 54 vs 39",
                "ER 0.4% vs 0.5%",
                "Score 0.56 vs 0.1",
                "RS -6.3% vs -1.5%"
              ],
              "summary": "Why TQQQ over NVDA: Win% 54 vs 39 · ER 0.4% vs 0.5% · Score 0.56 vs 0.1 · RS -6.3% vs -1.5%"
            }
          ],
          "rank_summary": "TQQQ ranked #1 because weakest RS + largest expected range + acceptable liquidity",
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 54.0,
            "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": -41.42,
            "win_scenario_usd": 5.04,
            "loss_scenario_usd": 95.97,
            "win_prob_pct": 54.0,
            "display": "EV $-41 (win +$5 @ 54.0% · loss -$96)"
          },
          "entry_status": {
            "current_price": 67.33,
            "ideal_entry": 66.17,
            "distance_pct": -1.75,
            "remaining_er_pct": 2.08,
            "live_expected_return_pct": 2.08,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 66.0,
            "zone_high": 66.35,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        },
        {
          "rank": 2,
          "symbol": "AVGO",
          "direction": "SHORT",
          "instrument": "Stock",
          "horizon": "Swing",
          "confidence": 42,
          "confidence_stars": "★★☆☆☆",
          "expected_move": "+0.90%",
          "expected_return_pct": 0.9,
          "win_prob": 42.0,
          "win_prob_breakdown": {
            "components": [
              {
                "factor": "Base",
                "key": "base",
                "points": 50.0
              },
              {
                "factor": "RS",
                "key": "rs",
                "points": -22.0
              },
              {
                "factor": "Trend",
                "key": "trend",
                "points": 8.0
              },
              {
                "factor": "Macro",
                "key": "macro",
                "points": 6.0
              }
            ],
            "total": 42.0,
            "raw_total": 42.0,
            "was_clamped": false
          },
          "risk_reward": 0.29,
          "final_score": 0.44,
          "trade_action": "Pass",
          "relative_strength": 1.34,
          "entry": "Below 363.1 (ORB低点)",
          "entry_source": "orb_low",
          "entry_price": 363.08,
          "entry_zone": {
            "low": 361.99,
            "high": 364.17,
            "mid": 363.08,
            "anchors": [
              {
                "source": "orb_low",
                "label": "ORB低点",
                "price": 363.08
              }
            ],
            "display": "Entry Zone 362–364",
            "entry_source": "orb_low",
            "tolerance_pct": 0.3
          },
          "stop": "374.4 (ORB高点)",
          "stop_source": "orb_high",
          "stop_price": 374.45,
          "target": "359.8 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 359.8,
          "targets": [
            "359.8 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 366.26,
            "orb_high": 374.45,
            "orb_low": 363.08,
            "prev_high": null,
            "prev_low": null,
            "prior_close": 374.45,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "板块内相对强势 +1.34%",
            "半导体内领涨 +4.56%",
            "昨日弱势 -6.7% 延续下行",
            "VIX 走高",
            "Price ER 0.90% < 1.0%"
          ],
          "why_chain": "板块内相对强势 +1.34% · 半导体内领涨 +4.56% · 昨日弱势 -6.7% 延续下行 · VIX 走高",
          "why_vs_runner_up": "—",
          "factor_breakdown": {
            "relative_strength_vs_qqq": 1.34,
            "relative_strength_vs_smh": 4.56,
            "relative_weakness_score": -4.08,
            "gap_pct": -2.2,
            "beta_proxy": 0.58,
            "volume_signal": false,
            "news_count": 0,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 8.25,
            "prior_day_change_pct": -6.67
          },
          "edge_type": "Relative Strength",
          "score_formula_display": "final = win_prob(42%) × ER(2.1%) × rr_weight(0.5) / 100",
          "expected_high": 375.2,
          "expected_low": 359.8,
          "expected_close": 359.8,
          "current_price": 367.5,
          "upside_pct": 2.1,
          "downside_risk_pct": 2.1,
          "why_factors": [
            "板块内相对强势 +1.34%",
            "半导体内领涨 +4.56%",
            "昨日弱势 -6.7% 延续下行",
            "VIX 走高",
            "Price ER 0.90% < 1.0%"
          ],
          "why_today": "板块内相对强势 +1.34% · 半导体内领涨 +4.56% · 昨日弱势 -6.7% 延续下行 · VIX 走高",
          "gap_pct": -2.2,
          "rr_display": {
            "reward_risk_ratio": 0.29,
            "risk_reward_ratio": 3.45,
            "reward_per_share": 3.28,
            "risk_per_share": 11.37,
            "label_reward_risk": "Reward/Risk 0.29",
            "label_risk_reward": "Risk:Reward 1:3.45",
            "display": "Reward/Risk 0.29 · Risk:Reward 1:3.45",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Geopolitical Risk · Macro Surprise",
          "invalidation": "Close above stop $374.45 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 363.08,
              "source": "orb_low",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_low",
                  "label": "ORB Low",
                  "price": 363.08,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "stop": {
              "price": 374.45,
              "source": "orb_high",
              "confidence": 77,
              "reasons": [
                {
                  "source": "orb_high",
                  "label": "ORB High",
                  "price": 374.45,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            },
            "target": {
              "price": 359.8,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 359.8,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(363.08-359.8)/363.08=0.90%",
          "heuristic_expected_return_pct": 2.1,
          "target_action": "买入/平空仓",
          "trade_summary_cn": "做空 AVGO:在 363.08 附近入场,目标 359.8,预期 +0.90%",
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 29.0,
            "shares": 8,
            "contracts": 0,
            "max_loss_usd": 90.96,
            "win_usd": 26.24,
            "loss_usd": 90.96,
            "expected_value_usd": -41.74,
            "risk_per_share": 11.37,
            "reward_per_share": 3.28,
            "rr_display": {
              "reward_risk_ratio": 0.29,
              "risk_reward_ratio": 3.45,
              "reward_per_share": 3.28,
              "risk_per_share": 11.37,
              "label_reward_risk": "Reward/Risk 0.29",
              "label_risk_reward": "Risk:Reward 1:3.45",
              "display": "Reward/Risk 0.29 · Risk:Reward 1:3.45",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "None",
            "display": "$10,000 → Win +$26 / Loss -$91"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 29.0,
            "contracts": 0,
            "shares": 8,
            "max_loss_usd": 90.96,
            "size_label": "None",
            "display": "Risk 1.0% → Position 29.0% → 8 unit(s) → Max Loss $90.96"
          },
          "why_wins_today": [],
          "why_not_alternatives": [
            {
              "symbol": "TQQQ",
              "rank": 1,
              "reasons": [
                "Win% 42 vs 54",
                "ER 0.9% vs 2.1%",
                "Score 0.44 vs 0.56",
                "RS +1.3% vs -6.3%"
              ],
              "summary": "Why AVGO over TQQQ: Win% 42 vs 54 · ER 0.9% vs 2.1% · Score 0.44 vs 0.56 · RS +1.3% vs -6.3%"
            },
            {
              "symbol": "SMH",
              "rank": 3,
              "reasons": [
                "Win% 42 vs 54",
                "ER 0.9% vs 1.2%",
                "Score 0.44 vs 0.32",
                "RS +1.3% vs -3.2%"
              ],
              "summary": "Why AVGO over SMH: Win% 42 vs 54 · ER 0.9% vs 1.2% · Score 0.44 vs 0.32 · RS +1.3% vs -3.2%"
            },
            {
              "symbol": "META",
              "rank": 4,
              "reasons": [
                "Win% 42 vs 72",
                "ER 0.9% vs 0.5%",
                "Score 0.44 vs 0.18",
                "RS +1.3% vs -0.8%"
              ],
              "summary": "Why AVGO over META: Win% 42 vs 72 · ER 0.9% vs 0.5% · Score 0.44 vs 0.18 · RS +1.3% vs -0.8%"
            },
            {
              "symbol": "ARM",
              "rank": 5,
              "reasons": [
                "Win% 42 vs 46",
                "ER 0.9% vs 0.5%",
                "Score 0.44 vs 0.11",
                "RS +1.3% vs -0.1%"
              ],
              "summary": "Why AVGO over ARM: Win% 42 vs 46 · ER 0.9% vs 0.5% · Score 0.44 vs 0.11 · RS +1.3% vs -0.1%"
            },
            {
              "symbol": "NVDA",
              "rank": 6,
              "reasons": [
                "Win% 42 vs 39",
                "ER 0.9% vs 0.5%",
                "Score 0.44 vs 0.1",
                "RS +1.3% vs -1.5%"
              ],
              "summary": "Why AVGO over NVDA: Win% 42 vs 39 · ER 0.9% vs 0.5% · Score 0.44 vs 0.1 · RS +1.3% vs -1.5%"
            }
          ],
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 42.0,
            "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": -41.74,
            "win_scenario_usd": 26.24,
            "loss_scenario_usd": 90.96,
            "win_prob_pct": 42.0,
            "display": "EV $-42 (win +$26 @ 42.0% · loss -$91)"
          },
          "entry_status": {
            "current_price": 367.5,
            "ideal_entry": 363.08,
            "distance_pct": -1.22,
            "remaining_er_pct": 2.1,
            "live_expected_return_pct": 2.1,
            "new_plan": null,
            "alternate_entry": null,
            "advisory": true,
            "advisory_tag": "ADVISORY — 不构成投资建议",
            "zone_low": 361.99,
            "zone_high": 364.17,
            "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": 3,
          "win_prob": 54.0,
          "expected_return_pct": 1.18,
          "trade_action": "Pass",
          "why": "RS弱于QQQ -3.22% · Volume 信号 · VIX 走高 · Geo-risk day — avoid blind SMH short vs escalation",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "META",
          "rank": 4,
          "win_prob": 72.0,
          "expected_return_pct": 0.5,
          "trade_action": "Pass",
          "why": "RS弱于QQQ -0.80% · Volume 信号 · VIX 走高 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "ARM",
          "rank": 5,
          "win_prob": 46.0,
          "expected_return_pct": 0.49,
          "trade_action": "Pass",
          "why": "半导体内领涨 +3.09% · VIX 走高 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "NVDA",
          "rank": 6,
          "win_prob": 39.0,
          "expected_return_pct": 0.53,
          "trade_action": "Pass",
          "why": "RS弱于QQQ -1.53% · 半导体内领涨 +1.69% · News 8 (利空做空) · Volume 信号",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "AMD",
          "rank": 7,
          "win_prob": 46.0,
          "expected_return_pct": 0.44,
          "trade_action": "Pass",
          "why": "半导体内领涨 +3.34% · VIX 走高 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        }
      ],
      "advisory": true,
      "swing": {
        "symbol": "AMD",
        "direction": "SHORT",
        "instrument": "Stock",
        "horizon": "Swing",
        "duration": "Swing (days–weeks)",
        "confidence": 51,
        "entry": "Near 487.0 (swing zone)",
        "entry_source": "swing_zone",
        "entry_price": 486.96,
        "entry_zone": {
          "low": 485.5,
          "high": 506.75,
          "mid": 486.96,
          "display": "$485.50–$506.75",
          "source": "swing_pullback"
        },
        "stop": "546.3 (1.75xATR)",
        "stop_source": "1.75xATR",
        "stop_price": 546.32,
        "target": "407.8 (T1 ~16.3%)",
        "target_source": "2xATR_or_5pct",
        "target_price": 407.81,
        "targets": [
          {
            "price": 407.81,
            "label": "T1",
            "pct": 16.25
          },
          {
            "price": 391.5,
            "label": "T2",
            "pct": 19.6
          }
        ],
        "expected_return_pct": 16.25,
        "expected_move": "+16.25%",
        "risk_reward": 1.33,
        "win_prob": 46.0,
        "final_score": 0.1,
        "swing_quality": 6.227,
        "atr": 39.5743,
        "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": 485.5,
        "why": [
          "高流动性波段标的 AMD",
          "Prior day -8.2%",
          "5D momentum -8.4%",
          "RS vs QQQ +0.12%",
          "Swing score 6.2"
        ],
        "why_chain": "高流动性波段标的 AMD · Prior day -8.2% · 5D momentum -8.4% · RS vs QQQ +0.12%",
        "invalidation": "Close beyond stop $546.32 or thesis broken (trend flip / catalyst fade)",
        "trade_summary_cn": "波段做空 AMD:理想入场 $485.50–$506.75,止损 $546.32,目标 $407.81(约 +16.2%),持仓天数–数周",
        "one_liner": "波段做空 AMD:理想入场 $485.50–$506.75,止损 $546.32,目标 $407.81(约 +16.2%),持仓天数–数周",
        "edge_type": "Range",
        "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、Macro Surprise、Oil Selloff、Trade Policy",
        "catalyst": "Geopolitical Risk、Macro Surprise、Oil Selloff、Trade Policy"
      },
      "index_edge": {
        "edge": "YES",
        "why": "QQQ 走弱 -3.18%(做空 edge)"
      },
      "sector_edge": {
        "edge": "NO",
        "why": "板块相对强度不足"
      },
      "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": "TQQQ",
        "win_prob": 54.0,
        "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
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": -12.0
            }
          ],
          "total": 54.0,
          "raw_total": 54.0,
          "was_clamped": false
        },
        "expected_return_pct": 2.07,
        "expected_high": 70.74,
        "expected_low": 65.93,
        "expected_close": 65.93,
        "current_price": 67.33,
        "upside_pct": 2.07,
        "downside_risk_pct": 5.06,
        "risk_reward": 0.41,
        "rr_display": {
          "reward_risk_ratio": 0.41,
          "risk_reward_ratio": 2.44,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 0.41",
          "label_risk_reward": "Risk:Reward 1:2.44",
          "display": "Reward/Risk 0.41 · Risk:Reward 1:2.44",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.56,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -10.06,
        "relative_strength": -6.35,
        "relative_strength_vs_smh": -3.13,
        "relative_weakness_score": 8.23,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS弱于QQQ -6.35%",
          "Volume 信号",
          "VIX 走高",
          "Geo-risk day — avoid blind TQQQ short vs escalation",
          "Price ER 0.36% < 1.0%"
        ],
        "why": "RS弱于QQQ -6.35% · Volume 信号 · VIX 走高 · Geo-risk day — avoid blind TQQQ short vs escalation",
        "score": 6,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -6.35,
          "relative_strength_vs_smh": -3.13,
          "relative_weakness_score": 8.23,
          "gap_pct": -10.06,
          "beta_proxy": 2.98,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 8.25,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(54%) × ER(2.1%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "TQQQ RS -6.3% vs AVGO +1.3%;Win% 54 vs 42;higher beta (3.0 vs 0.6);relative weakness play",
        "advisory": true,
        "rank": 1,
        "direction": "SHORT"
      },
      {
        "symbol": "AVGO",
        "win_prob": 42.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -22.0
            },
            {
              "factor": "Trend",
              "key": "trend",
              "points": 8.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 6.0
            }
          ],
          "total": 42.0,
          "raw_total": 42.0,
          "was_clamped": false
        },
        "expected_return_pct": 2.1,
        "expected_high": 375.2,
        "expected_low": 359.8,
        "expected_close": 359.8,
        "current_price": 367.5,
        "upside_pct": 2.1,
        "downside_risk_pct": 2.1,
        "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"
        },
        "final_score": 0.44,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -2.2,
        "relative_strength": 1.34,
        "relative_strength_vs_smh": 4.56,
        "relative_weakness_score": -4.08,
        "prior_day_change_pct": -6.67,
        "why_factors": [
          "板块内相对强势 +1.34%",
          "半导体内领涨 +4.56%",
          "昨日弱势 -6.7% 延续下行",
          "VIX 走高",
          "Price ER 0.90% < 1.0%"
        ],
        "why": "板块内相对强势 +1.34% · 半导体内领涨 +4.56% · 昨日弱势 -6.7% 延续下行 · VIX 走高",
        "score": 4,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": 1.34,
          "relative_strength_vs_smh": 4.56,
          "relative_weakness_score": -4.08,
          "gap_pct": -2.2,
          "beta_proxy": 0.58,
          "volume_signal": false,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 8.25,
          "prior_day_change_pct": -6.67
        },
        "edge_type": "Relative Strength",
        "score_formula_display": "final = win_prob(42%) × ER(2.1%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 2,
        "direction": "SHORT"
      },
      {
        "symbol": "SMH",
        "win_prob": 54.0,
        "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
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": -12.0
            }
          ],
          "total": 54.0,
          "raw_total": 54.0,
          "was_clamped": false
        },
        "expected_return_pct": 1.18,
        "expected_high": 568.92,
        "expected_low": 546.27,
        "expected_close": 546.27,
        "current_price": 552.82,
        "upside_pct": 1.18,
        "downside_risk_pct": 2.91,
        "risk_reward": 0.41,
        "rr_display": {
          "reward_risk_ratio": 0.41,
          "risk_reward_ratio": 2.44,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 0.41",
          "label_risk_reward": "Risk:Reward 1:2.44",
          "display": "Reward/Risk 0.41 · Risk:Reward 1:2.44",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.32,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -6.76,
        "relative_strength": -3.22,
        "relative_strength_vs_smh": 0.0,
        "relative_weakness_score": 3.22,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS弱于QQQ -3.22%",
          "Volume 信号",
          "VIX 走高",
          "Geo-risk day — avoid blind SMH short vs escalation"
        ],
        "why": "RS弱于QQQ -3.22% · Volume 信号 · VIX 走高 · Geo-risk day — avoid blind SMH short vs escalation",
        "score": 3,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -3.22,
          "relative_strength_vs_smh": 0.0,
          "relative_weakness_score": 3.22,
          "gap_pct": -6.76,
          "beta_proxy": 2.01,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 8.25,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(54%) × ER(1.2%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 3,
        "direction": "SHORT"
      },
      {
        "symbol": "META",
        "win_prob": 72.0,
        "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
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 6.0
            }
          ],
          "total": 72.0,
          "raw_total": 72.0,
          "was_clamped": false
        },
        "expected_return_pct": 0.5,
        "expected_high": 664.54,
        "expected_low": 648.83,
        "expected_close": 650.8,
        "current_price": 654.06,
        "upside_pct": 0.8,
        "downside_risk_pct": 1.6,
        "risk_reward": 0.5,
        "rr_display": {
          "reward_risk_ratio": 0.5,
          "risk_reward_ratio": 2.0,
          "reward_per_share": null,
          "risk_per_share": null,
          "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"
        },
        "final_score": 0.18,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -4.23,
        "relative_strength": -0.8,
        "relative_strength_vs_smh": 2.42,
        "relative_weakness_score": -0.65,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS弱于QQQ -0.80%",
          "Volume 信号",
          "VIX 走高",
          "上行空间 <1.0%"
        ],
        "why": "RS弱于QQQ -0.80% · Volume 信号 · VIX 走高 · 上行空间 <1.0%",
        "score": 2,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -0.8,
          "relative_strength_vs_smh": 2.42,
          "relative_weakness_score": -0.65,
          "gap_pct": -4.23,
          "beta_proxy": 1.25,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 8.25,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Weakness",
        "score_formula_display": "final = win_prob(72%) × ER(0.5%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 4,
        "direction": "SHORT"
      },
      {
        "symbol": "ARM",
        "win_prob": 46.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -10.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": 6.0
            }
          ],
          "total": 46.0,
          "raw_total": 46.0,
          "was_clamped": false
        },
        "expected_return_pct": 0.49,
        "expected_high": 255.81,
        "expected_low": 250.75,
        "expected_close": 252.03,
        "current_price": 253.28,
        "upside_pct": 1.0,
        "downside_risk_pct": 1.0,
        "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"
        },
        "final_score": 0.11,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -4.04,
        "relative_strength": -0.13,
        "relative_strength_vs_smh": 3.09,
        "relative_weakness_score": -1.72,
        "prior_day_change_pct": -8.57,
        "why_factors": [
          "半导体内领涨 +3.09%",
          "VIX 走高",
          "上行空间 <1.0%"
        ],
        "why": "半导体内领涨 +3.09% · VIX 走高 · 上行空间 <1.0%",
        "score": 1,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -0.13,
          "relative_strength_vs_smh": 3.09,
          "relative_weakness_score": -1.72,
          "gap_pct": -4.04,
          "beta_proxy": 1.04,
          "volume_signal": false,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 8.25,
          "prior_day_change_pct": -8.57
        },
        "edge_type": "Range",
        "score_formula_display": "final = win_prob(46%) × ER(0.5%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 5,
        "direction": "SHORT"
      },
      {
        "symbol": "NVDA",
        "win_prob": 39.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": 2.0
            },
            {
              "factor": "Catalyst",
              "key": "catalyst",
              "points": -5.0
            },
            {
              "factor": "Volume",
              "key": "volume",
              "points": 4.0
            },
            {
              "factor": "Macro",
              "key": "macro",
              "points": -12.0
            }
          ],
          "total": 39.0,
          "raw_total": 39.0,
          "was_clamped": false
        },
        "expected_return_pct": 0.53,
        "expected_high": 207.4,
        "expected_low": 200.84,
        "expected_close": 201.39,
        "current_price": 202.46,
        "upside_pct": 0.8,
        "downside_risk_pct": 2.44,
        "risk_reward": 0.33,
        "rr_display": {
          "reward_risk_ratio": 0.33,
          "risk_reward_ratio": 3.03,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 0.33",
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        "trade_action": "Pass",
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        "expected_return_pct": 0.44,
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          "label_risk_reward": "Risk:Reward 1:1.00",
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          "上行空间 <1.0%"
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        "why": "半导体内领涨 +3.34% · VIX 走高 · 上行空间 <1.0%",
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              "factor": "Macro",
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          "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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        "trade_action": "Pass",
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        "score": 1,
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        "advisory": true,
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            {
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        },
        "expected_return_pct": 0.17,
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          "VIX 走高",
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        "score": 0,
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        "symbol": "SPY",
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        "win_prob_breakdown": {
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              "factor": "Base",
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            {
              "factor": "Volume",
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          ],
          "total": 48.0,
          "raw_total": 48.0,
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        },
        "expected_return_pct": -0.28,
        "expected_high": 750.72,
        "expected_low": 739.43,
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        "risk_reward": 1.12,
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          "risk_reward_ratio": 0.89,
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          "label_reward_risk": "Reward/Risk 1.12",
          "label_risk_reward": "Risk:Reward 1:0.89",
          "display": "Reward/Risk 1.12 · Risk:Reward 1:0.89",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -1.39,
        "relative_strength": 1.95,
        "relative_strength_vs_smh": 5.17,
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          "上行空间 <1.0%"
        ],
        "why": "板块内相对强势 +1.95% · Gap 未过度延伸 · News 1 (利空做空) · Volume 信号",
        "score": 0,
        "news_count": 1,
        "factor_breakdown": {
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        "rr_weight": 0.56,
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    "s5": {
      "driver_still_valid": true,
      "action": "Hold"
    },
    "s6": {
      "trade_valid": false,
      "action": "N/A"
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    "s7": {
      "actual_driver": "AI Chip Selloff",
      "attribution": {
        "ai": 0.834,
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        "macro": 0.101,
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        "splits": {
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    "splits": {
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  },
  "labels": {
    "actual_driver": "AI Chip Selloff",
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    "agent_driver_type": "Political",
    "corrected_driver_from_verify": null,
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    "hypothesis_correct": "部分对",
    "scenario_primary": "A",
    "scenario_actual": "B",
    "scenario_correct": false,
    "trade_recommendation": "—",
    "trade_direction": "NO TRADE",
    "primary_symbol": "—",
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    "prediction_error_pct": null
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  "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;SMH -6.2% + QQQ -3.2%:半导体拖累纳指",
  "playbook_refs": [
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  "bayesian_drivers": {
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    "Risk": 0.0
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  "data_gaps": []
}