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Market Case · 2026-07-22

Day 14

Day 14
9/9 Steps

Regime · Hypothesis

R0 Regime
AI Expansion (82.0%)
Hypothesis
AI/Semiconductor leads index today; macro is secondary variable
ID
H-2026-07-22-001

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
86%
Bond
5%

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=17.5 (low fear)
  • SMH +2.1%

Counter

Step 快捷入口

原始 JSON
{
  "date": "2026-07-22",
  "features": {
    "dgs10": 4.6,
    "dgs2": null,
    "vix": 17.47,
    "vix_chg": 2.46,
    "qqq_chg": 1.32,
    "smh_chg": 4.7,
    "nvda_chg": 4.46,
    "spy_chg": 0.0,
    "oil_chg": 0.0,
    "dxy_chg": -0.03,
    "breadth_proxy": 0.14285714285714285,
    "qqq_gap": 0.97,
    "news_headline_count": 29,
    "news_bearish_ratio": 0.111,
    "news_ai_mentions": 53,
    "news_macro_mentions": 7,
    "news_oil_mentions": 1,
    "news_risk_mentions": 2
  },
  "regime": {
    "label": "AI Expansion",
    "confidence": 0.82
  },
  "hypothesis": {
    "id": "H-2026-07-22-001",
    "statement": "AI/Semiconductor leads index today; macro is secondary variable",
    "evidence": [
      "VIX=17.5 (low fear)",
      "SMH +2.1%"
    ],
    "counter_evidence": [],
    "confidence": 0.86,
    "status": "待验证"
  },
  "morning": {
    "bias": "Bullish Bias",
    "total": 2,
    "driver_type": "Political",
    "daily_driver": "Geopolitical Risk",
    "best_opportunity": {
      "direction": "LONG",
      "symbol": "MU",
      "instrument": "Stock",
      "horizon": "Intraday",
      "confidence": 49,
      "confidence_stars": "★★☆☆☆",
      "entry": "Above 934.3 (现价)",
      "entry_source": "current",
      "entry_price": 935.66,
      "stop": "921.2 (预期低点)",
      "stop_source": "expected_low",
      "stop_price": 921.19,
      "target": "947.4 (预期收盘)",
      "target_source": "expected_close",
      "target_price": 947.44,
      "target_action": "卖出/获利",
      "targets": [
        "947.4 (预期收盘)"
      ],
      "duration": "Intraday",
      "why": [
        "RS 弱于 QQQ -4.72%",
        "昨日强势 +8.0% 今日 gap 可控",
        "News 1"
      ],
      "why_chain": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1",
      "why_vs_runner_up": "—",
      "factor_breakdown": {
        "relative_strength_vs_qqq": -4.72,
        "relative_strength_vs_smh": -5.91,
        "relative_weakness_score": 8.27,
        "gap_pct": -2.73,
        "beta_proxy": -3.92,
        "volume_signal": false,
        "news_count": 1,
        "extended_gap_penalty": 0.0,
        "vix_change_pct": 2.46,
        "prior_day_change_pct": 7.99
      },
      "edge_type": "Sector Edge",
      "score_formula_display": "final = win_prob(49%) × ER(1.4%) × rr_weight(0.5) / 100",
      "win_prob": 49.0,
      "win_prob_breakdown": {
        "components": [
          {
            "factor": "Base",
            "key": "base",
            "points": 50.0
          },
          {
            "factor": "RS",
            "key": "rs",
            "points": -16.0
          },
          {
            "factor": "Trend",
            "key": "trend",
            "points": 10.0
          },
          {
            "factor": "Catalyst",
            "key": "catalyst",
            "points": 5.0
          }
        ],
        "total": 49.0,
        "raw_total": 49.0,
        "was_clamped": false
      },
      "expected_return_pct": 1.26,
      "expected_move": "+1.26%",
      "return_calculation": "(947.44-935.66)/935.66=1.26%",
      "trade_summary_cn": "做多 MU:在 935.66 附近入场,目标 947.44,预期 +1.26%",
      "risk_reward": 0.81,
      "rr_display": {
        "reward_risk_ratio": 0.81,
        "risk_reward_ratio": 1.23,
        "reward_per_share": 11.78,
        "risk_per_share": 14.47,
        "label_reward_risk": "Reward/Risk 0.81",
        "label_risk_reward": "Risk:Reward 1:1.23",
        "display": "Reward/Risk 0.81 · Risk:Reward 1:1.23",
        "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
      },
      "entry_zone": {
        "low": 934.31,
        "high": 937.0,
        "mid": 935.66,
        "anchors": [
          {
            "source": "orb_low",
            "label": "ORB低点",
            "price": 937.0
          }
        ],
        "display": "Entry Zone 934–937",
        "entry_source": "current",
        "tolerance_pct": 0.3
      },
      "rank_summary": "MU ranked #1 because weakest RS",
      "win_prob_source": "rules",
      "calibration": {
        "calibrated_win_prob": 49.0,
        "sample_size": 0,
        "confidence_interval": null,
        "source": "rules_fallback",
        "match_quality": "insufficient",
        "win_prob_source": "rules",
        "disclaimer": "No historical matches; using rules breakdown"
      },
      "similar_days": null,
      "ev_distribution": {
        "expected_value_usd": -9.64,
        "win_scenario_usd": 70.68,
        "loss_scenario_usd": 86.82,
        "win_prob_pct": 49.0,
        "display": "EV $-10 (win +$71 @ 49.0% · loss -$87)"
      },
      "final_score": 0.34,
      "level_anchors": {
        "vwap": 943.7,
        "orb_high": 970.82,
        "orb_low": 937.0,
        "prev_high": null,
        "prev_low": null,
        "prior_close": 970.82,
        "orb_from_minute": true
      },
      "level_reasons": {
        "entry": {
          "price": 935.66,
          "source": "current",
          "confidence": 55,
          "reasons": []
        },
        "stop": {
          "price": 921.19,
          "source": "expected_low",
          "confidence": 55,
          "reasons": []
        },
        "target": {
          "price": 947.44,
          "source": "expected_close",
          "confidence": 77,
          "reasons": [
            {
              "source": "expected_close",
              "label": "Expected Close",
              "price": 947.44,
              "weight_pct": 100.0,
              "matched": true,
              "primary": true
            }
          ]
        }
      },
      "trade_economics": {
        "account_size": 10000.0,
        "risk_pct": 1.0,
        "position_pct": 56.1,
        "shares": 6,
        "contracts": 1,
        "max_loss_usd": 86.82,
        "win_usd": 70.68,
        "loss_usd": 86.82,
        "expected_value_usd": -9.64,
        "risk_per_share": 14.47,
        "reward_per_share": 11.78,
        "rr_display": {
          "reward_risk_ratio": 0.81,
          "risk_reward_ratio": 1.23,
          "reward_per_share": 11.78,
          "risk_per_share": 14.47,
          "label_reward_risk": "Reward/Risk 0.81",
          "label_risk_reward": "Risk:Reward 1:1.23",
          "display": "Reward/Risk 0.81 · Risk:Reward 1:1.23",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "size_label": "Small",
        "display": "$10,000 → Win +$71 / Loss -$87"
      },
      "position_sizing": {
        "risk_pct": 1.0,
        "position_pct": 56.1,
        "contracts": 1,
        "shares": 6,
        "max_loss_usd": 86.82,
        "size_label": "Small",
        "display": "Risk 1.0% → Position 56.1% → 1 unit(s) → Max Loss $86.82"
      },
      "why_wins_today": [
        {
          "rank": 1,
          "dimension": "relative_strength",
          "label": "Highest Relative Strength",
          "primary_value": -4.72,
          "runner_up_value": 1.8,
          "wins": true
        }
      ],
      "why_not_alternatives": [
        {
          "symbol": "TQQQ",
          "rank": 1,
          "reasons": [
            "Win% 49 vs 66",
            "ER 1.3% vs 0.6%",
            "Score 0.34 vs 0.57",
            "RS -4.7% vs +1.8%",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over TQQQ: Win% 49 vs 66 · ER 1.3% vs 0.6% · Score 0.34 vs 0.57 · RS -4.7% vs +1.8% · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "SMH",
          "rank": 2,
          "reasons": [
            "Win% 49 vs 66",
            "ER 1.3% vs 0.6%",
            "Score 0.34 vs 0.52",
            "RS -4.7% vs +1.2%",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over SMH: Win% 49 vs 66 · ER 1.3% vs 0.6% · Score 0.34 vs 0.52 · RS -4.7% vs +1.2% · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "AMD",
          "rank": 4,
          "reasons": [
            "ER 1.3% vs 0.9%",
            "Score 0.34 vs 0.23",
            "RS -4.7% vs -3.3%",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over AMD: ER 1.3% vs 0.9% · Score 0.34 vs 0.23 · RS -4.7% vs -3.3% · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "TSLA",
          "rank": 5,
          "reasons": [
            "Win% 49 vs 66",
            "ER 1.3% vs 0.3%",
            "Score 0.34 vs 0.11",
            "RS -4.7% vs +0.9%",
            "R:R 0.81 vs 0.77",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over TSLA: Win% 49 vs 66 · ER 1.3% vs 0.3% · Score 0.34 vs 0.11 · RS -4.7% vs +0.9% · R:R 0.81 vs 0.77 · Tradeable (Small) vs Pass"
        },
        {
          "symbol": "ARM",
          "rank": 6,
          "reasons": [
            "Win% 49 vs 44",
            "ER 1.3% vs 0.2%",
            "Score 0.34 vs 0.04",
            "RS -4.7% vs -4.1%",
            "Tradeable (Small) vs Pass"
          ],
          "summary": "Why MU over ARM: Win% 49 vs 44 · ER 1.3% vs 0.2% · Score 0.34 vs 0.04 · RS -4.7% vs -4.1% · Tradeable (Small) vs Pass"
        }
      ],
      "avoid": [],
      "one_liner": "做多 MU:在 935.66 附近入场,目标 947.44,预期 +1.26%",
      "p16_gate": "No Trade",
      "advisory": true
    },
    "best_trades": {
      "primary": {
        "rank": 1,
        "symbol": "MU",
        "direction": "LONG",
        "instrument": "Stock",
        "horizon": "Intraday",
        "confidence": 49,
        "confidence_stars": "★★☆☆☆",
        "expected_move": "+1.26%",
        "expected_return_pct": 1.26,
        "win_prob": 49.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -16.0
            },
            {
              "factor": "Trend",
              "key": "trend",
              "points": 10.0
            },
            {
              "factor": "Catalyst",
              "key": "catalyst",
              "points": 5.0
            }
          ],
          "total": 49.0,
          "raw_total": 49.0,
          "was_clamped": false
        },
        "risk_reward": 0.81,
        "final_score": 0.34,
        "trade_action": "Small",
        "relative_strength": -4.72,
        "entry": "Above 934.3 (现价)",
        "entry_source": "current",
        "entry_price": 935.66,
        "entry_zone": {
          "low": 934.31,
          "high": 937.0,
          "mid": 935.66,
          "anchors": [
            {
              "source": "orb_low",
              "label": "ORB低点",
              "price": 937.0
            }
          ],
          "display": "Entry Zone 934–937",
          "entry_source": "current",
          "tolerance_pct": 0.3
        },
        "stop": "921.2 (预期低点)",
        "stop_source": "expected_low",
        "stop_price": 921.19,
        "target": "947.4 (预期收盘)",
        "target_source": "expected_close",
        "target_price": 947.44,
        "targets": [
          "947.4 (预期收盘)"
        ],
        "level_anchors": {
          "vwap": 943.7,
          "orb_high": 970.82,
          "orb_low": 937.0,
          "prev_high": null,
          "prev_low": null,
          "prior_close": 970.82,
          "orb_from_minute": true
        },
        "levels_valid": true,
        "why": [
          "RS 弱于 QQQ -4.72%",
          "昨日强势 +8.0% 今日 gap 可控",
          "News 1"
        ],
        "why_chain": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1",
        "why_vs_runner_up": "—",
        "factor_breakdown": {
          "relative_strength_vs_qqq": -4.72,
          "relative_strength_vs_smh": -5.91,
          "relative_weakness_score": 8.27,
          "gap_pct": -2.73,
          "beta_proxy": -3.92,
          "volume_signal": false,
          "news_count": 1,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 2.46,
          "prior_day_change_pct": 7.99
        },
        "edge_type": "Sector Edge",
        "score_formula_display": "final = win_prob(49%) × ER(1.4%) × rr_weight(0.5) / 100",
        "expected_high": 947.44,
        "expected_low": 921.19,
        "expected_close": 947.44,
        "current_price": 934.31,
        "upside_pct": 1.4,
        "downside_risk_pct": 1.4,
        "why_factors": [
          "RS 弱于 QQQ -4.72%",
          "昨日强势 +8.0% 今日 gap 可控",
          "News 1"
        ],
        "why_today": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1",
        "gap_pct": -2.73,
        "rr_display": {
          "reward_risk_ratio": 0.81,
          "risk_reward_ratio": 1.23,
          "reward_per_share": 11.78,
          "risk_per_share": 14.47,
          "label_reward_risk": "Reward/Risk 0.81",
          "label_risk_reward": "Risk:Reward 1:1.23",
          "display": "Reward/Risk 0.81 · Risk:Reward 1:1.23",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "catalyst": "Geopolitical Risk · Geopolitical Risk (Iran)",
        "invalidation": "Close below stop $921.19 · Geopolitical escalation invalidates mean-reversion",
        "advisory": true,
        "level_reasons": {
          "entry": {
            "price": 935.66,
            "source": "current",
            "confidence": 55,
            "reasons": []
          },
          "stop": {
            "price": 921.19,
            "source": "expected_low",
            "confidence": 55,
            "reasons": []
          },
          "target": {
            "price": 947.44,
            "source": "expected_close",
            "confidence": 77,
            "reasons": [
              {
                "source": "expected_close",
                "label": "Expected Close",
                "price": 947.44,
                "weight_pct": 100.0,
                "matched": true,
                "primary": true
              }
            ]
          }
        },
        "return_calculation": "(947.44-935.66)/935.66=1.26%",
        "heuristic_expected_return_pct": 1.4,
        "target_action": "卖出/获利",
        "trade_summary_cn": "做多 MU:在 935.66 附近入场,目标 947.44,预期 +1.26%",
        "trade_economics": {
          "account_size": 10000.0,
          "risk_pct": 1.0,
          "position_pct": 56.1,
          "shares": 6,
          "contracts": 1,
          "max_loss_usd": 86.82,
          "win_usd": 70.68,
          "loss_usd": 86.82,
          "expected_value_usd": -9.64,
          "risk_per_share": 14.47,
          "reward_per_share": 11.78,
          "rr_display": {
            "reward_risk_ratio": 0.81,
            "risk_reward_ratio": 1.23,
            "reward_per_share": 11.78,
            "risk_per_share": 14.47,
            "label_reward_risk": "Reward/Risk 0.81",
            "label_risk_reward": "Risk:Reward 1:1.23",
            "display": "Reward/Risk 0.81 · Risk:Reward 1:1.23",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "size_label": "Small",
          "display": "$10,000 → Win +$71 / Loss -$87"
        },
        "position_sizing": {
          "risk_pct": 1.0,
          "position_pct": 56.1,
          "contracts": 1,
          "shares": 6,
          "max_loss_usd": 86.82,
          "size_label": "Small",
          "display": "Risk 1.0% → Position 56.1% → 1 unit(s) → Max Loss $86.82"
        },
        "why_wins_today": [
          {
            "rank": 1,
            "dimension": "relative_strength",
            "label": "Highest Relative Strength",
            "primary_value": -4.72,
            "runner_up_value": 1.8,
            "wins": true
          }
        ],
        "why_not_alternatives": [
          {
            "symbol": "TQQQ",
            "rank": 1,
            "reasons": [
              "Win% 49 vs 66",
              "ER 1.3% vs 0.6%",
              "Score 0.34 vs 0.57",
              "RS -4.7% vs +1.8%",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over TQQQ: Win% 49 vs 66 · ER 1.3% vs 0.6% · Score 0.34 vs 0.57 · RS -4.7% vs +1.8% · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "SMH",
            "rank": 2,
            "reasons": [
              "Win% 49 vs 66",
              "ER 1.3% vs 0.6%",
              "Score 0.34 vs 0.52",
              "RS -4.7% vs +1.2%",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over SMH: Win% 49 vs 66 · ER 1.3% vs 0.6% · Score 0.34 vs 0.52 · RS -4.7% vs +1.2% · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "AMD",
            "rank": 4,
            "reasons": [
              "ER 1.3% vs 0.9%",
              "Score 0.34 vs 0.23",
              "RS -4.7% vs -3.3%",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over AMD: ER 1.3% vs 0.9% · Score 0.34 vs 0.23 · RS -4.7% vs -3.3% · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "TSLA",
            "rank": 5,
            "reasons": [
              "Win% 49 vs 66",
              "ER 1.3% vs 0.3%",
              "Score 0.34 vs 0.11",
              "RS -4.7% vs +0.9%",
              "R:R 0.81 vs 0.77",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over TSLA: Win% 49 vs 66 · ER 1.3% vs 0.3% · Score 0.34 vs 0.11 · RS -4.7% vs +0.9% · R:R 0.81 vs 0.77 · Tradeable (Small) vs Pass"
          },
          {
            "symbol": "ARM",
            "rank": 6,
            "reasons": [
              "Win% 49 vs 44",
              "ER 1.3% vs 0.2%",
              "Score 0.34 vs 0.04",
              "RS -4.7% vs -4.1%",
              "Tradeable (Small) vs Pass"
            ],
            "summary": "Why MU over ARM: Win% 49 vs 44 · ER 1.3% vs 0.2% · Score 0.34 vs 0.04 · RS -4.7% vs -4.1% · Tradeable (Small) vs Pass"
          }
        ],
        "rank_summary": "MU ranked #1 because weakest RS",
        "win_prob_source": "rules",
        "calibration": {
          "calibrated_win_prob": 49.0,
          "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": -9.64,
          "win_scenario_usd": 70.68,
          "loss_scenario_usd": 86.82,
          "win_prob_pct": 49.0,
          "display": "EV $-10 (win +$71 @ 49.0% · loss -$87)"
        },
        "entry_status": {
          "current_price": 934.31,
          "ideal_entry": 935.66,
          "distance_pct": -0.14,
          "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": 934.31,
          "zone_high": 937.0,
          "miss_threshold_pct": 1.0,
          "status": "PREMARKET",
          "status_reason": "Premarket Ideal Entry — plan not yet live",
          "action_hint": "Entry still valid"
        }
      },
      "secondary": null,
      "watchlist": null,
      "index_trade": "NO TRADE",
      "p16_gate": "No Trade",
      "threshold_message": null,
      "stock_trades": [
        {
          "rank": 1,
          "symbol": "MU",
          "direction": "LONG",
          "confidence": 49,
          "expected_move": "+1.26%",
          "why": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1"
        }
      ],
      "top_trades": [
        {
          "rank": 1,
          "symbol": "MU",
          "direction": "LONG",
          "instrument": "Stock",
          "horizon": "Intraday",
          "confidence": 49,
          "confidence_stars": "★★☆☆☆",
          "expected_move": "+1.26%",
          "expected_return_pct": 1.26,
          "win_prob": 49.0,
          "win_prob_breakdown": {
            "components": [
              {
                "factor": "Base",
                "key": "base",
                "points": 50.0
              },
              {
                "factor": "RS",
                "key": "rs",
                "points": -16.0
              },
              {
                "factor": "Trend",
                "key": "trend",
                "points": 10.0
              },
              {
                "factor": "Catalyst",
                "key": "catalyst",
                "points": 5.0
              }
            ],
            "total": 49.0,
            "raw_total": 49.0,
            "was_clamped": false
          },
          "risk_reward": 0.81,
          "final_score": 0.34,
          "trade_action": "Small",
          "relative_strength": -4.72,
          "entry": "Above 934.3 (现价)",
          "entry_source": "current",
          "entry_price": 935.66,
          "entry_zone": {
            "low": 934.31,
            "high": 937.0,
            "mid": 935.66,
            "anchors": [
              {
                "source": "orb_low",
                "label": "ORB低点",
                "price": 937.0
              }
            ],
            "display": "Entry Zone 934–937",
            "entry_source": "current",
            "tolerance_pct": 0.3
          },
          "stop": "921.2 (预期低点)",
          "stop_source": "expected_low",
          "stop_price": 921.19,
          "target": "947.4 (预期收盘)",
          "target_source": "expected_close",
          "target_price": 947.44,
          "targets": [
            "947.4 (预期收盘)"
          ],
          "level_anchors": {
            "vwap": 943.7,
            "orb_high": 970.82,
            "orb_low": 937.0,
            "prev_high": null,
            "prev_low": null,
            "prior_close": 970.82,
            "orb_from_minute": true
          },
          "levels_valid": true,
          "why": [
            "RS 弱于 QQQ -4.72%",
            "昨日强势 +8.0% 今日 gap 可控",
            "News 1"
          ],
          "why_chain": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1",
          "why_vs_runner_up": "—",
          "factor_breakdown": {
            "relative_strength_vs_qqq": -4.72,
            "relative_strength_vs_smh": -5.91,
            "relative_weakness_score": 8.27,
            "gap_pct": -2.73,
            "beta_proxy": -3.92,
            "volume_signal": false,
            "news_count": 1,
            "extended_gap_penalty": 0.0,
            "vix_change_pct": 2.46,
            "prior_day_change_pct": 7.99
          },
          "edge_type": "Sector Edge",
          "score_formula_display": "final = win_prob(49%) × ER(1.4%) × rr_weight(0.5) / 100",
          "expected_high": 947.44,
          "expected_low": 921.19,
          "expected_close": 947.44,
          "current_price": 934.31,
          "upside_pct": 1.4,
          "downside_risk_pct": 1.4,
          "why_factors": [
            "RS 弱于 QQQ -4.72%",
            "昨日强势 +8.0% 今日 gap 可控",
            "News 1"
          ],
          "why_today": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1",
          "gap_pct": -2.73,
          "rr_display": {
            "reward_risk_ratio": 0.81,
            "risk_reward_ratio": 1.23,
            "reward_per_share": 11.78,
            "risk_per_share": 14.47,
            "label_reward_risk": "Reward/Risk 0.81",
            "label_risk_reward": "Risk:Reward 1:1.23",
            "display": "Reward/Risk 0.81 · Risk:Reward 1:1.23",
            "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
          },
          "catalyst": "Geopolitical Risk · Geopolitical Risk (Iran)",
          "invalidation": "Close below stop $921.19 · Geopolitical escalation invalidates mean-reversion",
          "advisory": true,
          "level_reasons": {
            "entry": {
              "price": 935.66,
              "source": "current",
              "confidence": 55,
              "reasons": []
            },
            "stop": {
              "price": 921.19,
              "source": "expected_low",
              "confidence": 55,
              "reasons": []
            },
            "target": {
              "price": 947.44,
              "source": "expected_close",
              "confidence": 77,
              "reasons": [
                {
                  "source": "expected_close",
                  "label": "Expected Close",
                  "price": 947.44,
                  "weight_pct": 100.0,
                  "matched": true,
                  "primary": true
                }
              ]
            }
          },
          "return_calculation": "(947.44-935.66)/935.66=1.26%",
          "heuristic_expected_return_pct": 1.4,
          "target_action": "卖出/获利",
          "trade_summary_cn": "做多 MU:在 935.66 附近入场,目标 947.44,预期 +1.26%",
          "trade_economics": {
            "account_size": 10000.0,
            "risk_pct": 1.0,
            "position_pct": 56.1,
            "shares": 6,
            "contracts": 1,
            "max_loss_usd": 86.82,
            "win_usd": 70.68,
            "loss_usd": 86.82,
            "expected_value_usd": -9.64,
            "risk_per_share": 14.47,
            "reward_per_share": 11.78,
            "rr_display": {
              "reward_risk_ratio": 0.81,
              "risk_reward_ratio": 1.23,
              "reward_per_share": 11.78,
              "risk_per_share": 14.47,
              "label_reward_risk": "Reward/Risk 0.81",
              "label_risk_reward": "Risk:Reward 1:1.23",
              "display": "Reward/Risk 0.81 · Risk:Reward 1:1.23",
              "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
            },
            "size_label": "Small",
            "display": "$10,000 → Win +$71 / Loss -$87"
          },
          "position_sizing": {
            "risk_pct": 1.0,
            "position_pct": 56.1,
            "contracts": 1,
            "shares": 6,
            "max_loss_usd": 86.82,
            "size_label": "Small",
            "display": "Risk 1.0% → Position 56.1% → 1 unit(s) → Max Loss $86.82"
          },
          "why_wins_today": [
            {
              "rank": 1,
              "dimension": "relative_strength",
              "label": "Highest Relative Strength",
              "primary_value": -4.72,
              "runner_up_value": 1.8,
              "wins": true
            }
          ],
          "why_not_alternatives": [
            {
              "symbol": "TQQQ",
              "rank": 1,
              "reasons": [
                "Win% 49 vs 66",
                "ER 1.3% vs 0.6%",
                "Score 0.34 vs 0.57",
                "RS -4.7% vs +1.8%",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over TQQQ: Win% 49 vs 66 · ER 1.3% vs 0.6% · Score 0.34 vs 0.57 · RS -4.7% vs +1.8% · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "SMH",
              "rank": 2,
              "reasons": [
                "Win% 49 vs 66",
                "ER 1.3% vs 0.6%",
                "Score 0.34 vs 0.52",
                "RS -4.7% vs +1.2%",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over SMH: Win% 49 vs 66 · ER 1.3% vs 0.6% · Score 0.34 vs 0.52 · RS -4.7% vs +1.2% · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "AMD",
              "rank": 4,
              "reasons": [
                "ER 1.3% vs 0.9%",
                "Score 0.34 vs 0.23",
                "RS -4.7% vs -3.3%",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over AMD: ER 1.3% vs 0.9% · Score 0.34 vs 0.23 · RS -4.7% vs -3.3% · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "TSLA",
              "rank": 5,
              "reasons": [
                "Win% 49 vs 66",
                "ER 1.3% vs 0.3%",
                "Score 0.34 vs 0.11",
                "RS -4.7% vs +0.9%",
                "R:R 0.81 vs 0.77",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over TSLA: Win% 49 vs 66 · ER 1.3% vs 0.3% · Score 0.34 vs 0.11 · RS -4.7% vs +0.9% · R:R 0.81 vs 0.77 · Tradeable (Small) vs Pass"
            },
            {
              "symbol": "ARM",
              "rank": 6,
              "reasons": [
                "Win% 49 vs 44",
                "ER 1.3% vs 0.2%",
                "Score 0.34 vs 0.04",
                "RS -4.7% vs -4.1%",
                "Tradeable (Small) vs Pass"
              ],
              "summary": "Why MU over ARM: Win% 49 vs 44 · ER 1.3% vs 0.2% · Score 0.34 vs 0.04 · RS -4.7% vs -4.1% · Tradeable (Small) vs Pass"
            }
          ],
          "rank_summary": "MU ranked #1 because weakest RS",
          "win_prob_source": "rules",
          "calibration": {
            "calibrated_win_prob": 49.0,
            "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": -9.64,
            "win_scenario_usd": 70.68,
            "loss_scenario_usd": 86.82,
            "win_prob_pct": 49.0,
            "display": "EV $-10 (win +$71 @ 49.0% · loss -$87)"
          },
          "entry_status": {
            "current_price": 934.31,
            "ideal_entry": 935.66,
            "distance_pct": -0.14,
            "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": 934.31,
            "zone_high": 937.0,
            "miss_threshold_pct": 1.0,
            "status": "PREMARKET",
            "status_reason": "Premarket Ideal Entry — plan not yet live",
            "action_hint": "Entry still valid"
          }
        }
      ],
      "watchlist_items": [
        {
          "symbol": "TQQQ",
          "rank": 1,
          "win_prob": 66.0,
          "expected_return_pct": 0.58,
          "trade_action": "Pass",
          "why": "RS vs QQQ +1.80% · Volume 信号 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "SMH",
          "rank": 2,
          "win_prob": 66.0,
          "expected_return_pct": 0.55,
          "trade_action": "Pass",
          "why": "RS vs QQQ +1.19% · Volume 信号 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "AMD",
          "rank": 4,
          "win_prob": 49.0,
          "expected_return_pct": 0.94,
          "trade_action": "Pass",
          "why": "RS 弱于 QQQ -3.28% · 昨日强势 +5.6% 今日 gap 可控 · News 1 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "TSLA",
          "rank": 5,
          "win_prob": 66.0,
          "expected_return_pct": 0.34,
          "trade_action": "Pass",
          "why": "RS vs QQQ +0.94% · Volume 信号 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        },
        {
          "symbol": "ARM",
          "rank": 6,
          "win_prob": 44.0,
          "expected_return_pct": 0.19,
          "trade_action": "Pass",
          "why": "RS 弱于 QQQ -4.06% · 昨日强势 +4.3% 今日 gap 可控 · 上行空间 <1.0%",
          "note": "Monitor — below trade threshold"
        }
      ],
      "advisory": true,
      "swing": {
        "symbol": "META",
        "direction": "SHORT",
        "instrument": "Stock",
        "horizon": "Swing",
        "duration": "Swing (days–weeks)",
        "confidence": 59,
        "entry": "Near 646.4 (swing zone)",
        "entry_source": "swing_zone",
        "entry_price": 646.43,
        "entry_zone": {
          "low": 644.5,
          "high": 661.59,
          "mid": 646.43,
          "display": "$644.50–$661.59",
          "source": "swing_pullback"
        },
        "stop": "686.1 (week_high)",
        "stop_source": "week_high",
        "stop_price": 686.08,
        "target": "585.8 (T1 ~9.4%)",
        "target_source": "2xATR_or_5pct",
        "target_price": 585.79,
        "targets": [
          {
            "price": 585.79,
            "label": "T1",
            "pct": 9.38
          },
          {
            "price": 555.47,
            "label": "T2",
            "pct": 14.07
          }
        ],
        "expected_return_pct": 9.38,
        "expected_move": "+9.38%",
        "risk_reward": 1.53,
        "win_prob": 54.0,
        "final_score": 0.0,
        "swing_quality": 4.704,
        "atr": 30.3207,
        "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": 644.5,
        "why": [
          "高流动性波段标的 META",
          "Prior day +0.0%",
          "5D momentum -2.6%",
          "RS vs QQQ -1.17%",
          "News/2 catalyst hints",
          "Swing score 4.7"
        ],
        "why_chain": "高流动性波段标的 META · Prior day +0.0% · 5D momentum -2.6% · RS vs QQQ -1.17%",
        "invalidation": "Close beyond stop $686.08 or thesis broken (trend flip / catalyst fade)",
        "trade_summary_cn": "波段做空 META:理想入场 $644.50–$661.59,止损 $686.08,目标 $585.79(约 +9.4%),持仓天数–数周",
        "one_liner": "波段做空 META:理想入场 $644.50–$661.59,止损 $686.08,目标 $585.79(约 +9.4%),持仓天数–数周",
        "edge_type": "Relative Weakness",
        "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、Geopolitical Risk (Iran)、Macro Surprise、Trade Policy",
        "catalyst": "Geopolitical Risk、Geopolitical Risk (Iran)、Macro Surprise、Trade Policy"
      },
      "index_edge": {
        "edge": "YES",
        "why": "QQQ 盘前/开盘 +0.95%"
      },
      "sector_edge": {
        "edge": "YES",
        "why": "SMH 领先 QQQ +1.17%",
        "sector": "Semiconductor"
      },
      "stock_edge": {
        "edge": "NO",
        "why": "无单票 RS+新闻+量能共振"
      },
      "advisory": "ADVISORY — 不构成投资建议"
    },
    "trade_candidates": [
      {
        "symbol": "TQQQ",
        "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
        },
        "expected_return_pct": 0.58,
        "expected_high": 71.37,
        "expected_low": 68.96,
        "expected_close": 69.92,
        "current_price": 69.52,
        "upside_pct": 2.66,
        "downside_risk_pct": 0.8,
        "risk_reward": 3.33,
        "rr_display": {
          "reward_risk_ratio": 3.33,
          "risk_reward_ratio": 0.3,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 3.33",
          "label_risk_reward": "Risk:Reward 1:0.30",
          "display": "Reward/Risk 3.33 · Risk:Reward 1:0.30",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.57,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 2.76,
        "relative_strength": 1.8,
        "relative_strength_vs_smh": 0.61,
        "relative_weakness_score": -2.17,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS vs QQQ +1.80%",
          "Volume 信号",
          "上行空间 <1.0%"
        ],
        "why": "RS vs QQQ +1.80% · Volume 信号 · 上行空间 <1.0%",
        "score": 6,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": 1.8,
          "relative_strength_vs_smh": 0.61,
          "relative_weakness_score": -2.17,
          "gap_pct": 2.76,
          "beta_proxy": 2.88,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 2.46,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Relative Strength",
        "score_formula_display": "final = win_prob(66%) × ER(0.6%) × rr_weight(1.5) / 100",
        "rr_weight": 1.5,
        "why_vs_runner_up": "TQQQ RS +1.8% vs SMH +1.2%;ER 0.6% vs 0.6%;higher beta (2.9 vs 2.2);relative strength",
        "advisory": true,
        "rank": 1,
        "direction": "LONG"
      },
      {
        "symbol": "SMH",
        "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
        },
        "expected_return_pct": 0.55,
        "expected_high": 584.08,
        "expected_low": 566.28,
        "expected_close": 573.96,
        "current_price": 570.84,
        "upside_pct": 2.32,
        "downside_risk_pct": 0.8,
        "risk_reward": 2.9,
        "rr_display": {
          "reward_risk_ratio": 2.9,
          "risk_reward_ratio": 0.34,
          "reward_per_share": null,
          "risk_per_share": null,
          "label_reward_risk": "Reward/Risk 2.90",
          "label_risk_reward": "Risk:Reward 1:0.34",
          "display": "Reward/Risk 2.90 · Risk:Reward 1:0.34",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.52,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 3.86,
        "relative_strength": 1.19,
        "relative_strength_vs_smh": 0.0,
        "relative_weakness_score": -1.19,
        "prior_day_change_pct": 0.0,
        "why_factors": [
          "RS vs QQQ +1.19%",
          "Volume 信号",
          "上行空间 <1.0%"
        ],
        "why": "RS vs QQQ +1.19% · Volume 信号 · 上行空间 <1.0%",
        "score": 5,
        "news_count": 0,
        "factor_breakdown": {
          "relative_strength_vs_qqq": 1.19,
          "relative_strength_vs_smh": 0.0,
          "relative_weakness_score": -1.19,
          "gap_pct": 3.86,
          "beta_proxy": 2.24,
          "volume_signal": true,
          "news_count": 0,
          "extended_gap_penalty": 0.0,
          "vix_change_pct": 2.46,
          "prior_day_change_pct": 0.0
        },
        "edge_type": "Sector Edge",
        "score_formula_display": "final = win_prob(66%) × ER(0.5%) × rr_weight(1.45) / 100",
        "rr_weight": 1.45,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 2,
        "direction": "LONG"
      },
      {
        "symbol": "MU",
        "win_prob": 49.0,
        "win_prob_breakdown": {
          "components": [
            {
              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
            {
              "factor": "RS",
              "key": "rs",
              "points": -16.0
            },
            {
              "factor": "Trend",
              "key": "trend",
              "points": 10.0
            },
            {
              "factor": "Catalyst",
              "key": "catalyst",
              "points": 5.0
            }
          ],
          "total": 49.0,
          "raw_total": 49.0,
          "was_clamped": false
        },
        "expected_return_pct": 1.4,
        "expected_high": 947.44,
        "expected_low": 921.19,
        "expected_close": 947.44,
        "current_price": 934.31,
        "upside_pct": 1.4,
        "downside_risk_pct": 1.4,
        "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": 0.34,
        "trade_action": "Small",
        "trade": "Small",
        "gap_pct": -2.73,
        "relative_strength": -4.72,
        "relative_strength_vs_smh": -5.91,
        "relative_weakness_score": 8.27,
        "prior_day_change_pct": 7.99,
        "why_factors": [
          "RS 弱于 QQQ -4.72%",
          "昨日强势 +8.0% 今日 gap 可控",
          "News 1"
        ],
        "why": "RS 弱于 QQQ -4.72% · 昨日强势 +8.0% 今日 gap 可控 · News 1",
        "score": 3,
        "news_count": 1,
        "factor_breakdown": {
          "relative_strength_vs_qqq": -4.72,
          "relative_strength_vs_smh": -5.91,
          "relative_weakness_score": 8.27,
          "gap_pct": -2.73,
          "beta_proxy": -3.92,
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          "vix_change_pct": 2.46,
          "prior_day_change_pct": 7.99
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        "edge_type": "Sector Edge",
        "score_formula_display": "final = win_prob(49%) × ER(1.4%) × rr_weight(0.5) / 100",
        "rr_weight": 0.5,
        "why_vs_runner_up": "—",
        "advisory": true,
        "rank": 3,
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      },
      {
        "symbol": "AMD",
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              "factor": "Base",
              "key": "base",
              "points": 50.0
            },
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              "factor": "RS",
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            {
              "factor": "Trend",
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            {
              "factor": "Catalyst",
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          ],
          "total": 49.0,
          "raw_total": 49.0,
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        },
        "expected_return_pct": 0.94,
        "expected_high": 537.11,
        "expected_low": 526.47,
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          "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": 0.23,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -2.06,
        "relative_strength": -3.28,
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        "relative_weakness_score": 5.96,
        "prior_day_change_pct": 5.61,
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          "RS 弱于 QQQ -3.28%",
          "昨日强势 +5.6% 今日 gap 可控",
          "News 1",
          "上行空间 <1.0%"
        ],
        "why": "RS 弱于 QQQ -3.28% · 昨日强势 +5.6% 今日 gap 可控 · News 1 · 上行空间 <1.0%",
        "score": 2,
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        "advisory": true,
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        "symbol": "TSLA",
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              "factor": "Base",
              "key": "base",
              "points": 50.0
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              "factor": "RS",
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              "factor": "Volume",
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          ],
          "total": 66.0,
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        "expected_return_pct": 0.34,
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        "upside_pct": 0.62,
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          "label_reward_risk": "Reward/Risk 0.77",
          "label_risk_reward": "Risk:Reward 1:1.30",
          "display": "Reward/Risk 0.77 · Risk:Reward 1:1.30",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.11,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": 1.91,
        "relative_strength": 0.94,
        "relative_strength_vs_smh": -0.25,
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        "prior_day_change_pct": 0.0,
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          "RS vs QQQ +0.94%",
          "Volume 信号",
          "上行空间 <1.0%"
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        "why": "RS vs QQQ +0.94% · Volume 信号 · 上行空间 <1.0%",
        "score": 1,
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        "factor_breakdown": {
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        "score_formula_display": "final = win_prob(66%) × ER(0.3%) × rr_weight(0.5) / 100",
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        "advisory": true,
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              "factor": "Base",
              "key": "base",
              "points": 50.0
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              "factor": "RS",
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              "points": -16.0
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              "factor": "Trend",
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          ],
          "total": 44.0,
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        },
        "expected_return_pct": 0.19,
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          "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": 0.04,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -1.58,
        "relative_strength": -4.06,
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        "prior_day_change_pct": 4.3,
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          "昨日强势 +4.3% 今日 gap 可控",
          "上行空间 <1.0%"
        ],
        "why": "RS 弱于 QQQ -4.06% · 昨日强势 +4.3% 今日 gap 可控 · 上行空间 <1.0%",
        "score": 0,
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              "factor": "Base",
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              "factor": "Gap",
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              "points": 5.0
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            {
              "factor": "Volume",
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              "points": 4.0
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          ],
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        },
        "expected_return_pct": 0.08,
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          "label_risk_reward": "Risk:Reward 1:0.91",
          "display": "Reward/Risk 1.10 · Risk:Reward 1:0.91",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.03,
        "trade_action": "Pass",
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        "gap_pct": 0.97,
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          "Volume 信号",
          "上行空间 <1.0%"
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        "why": "Gap 未过度延伸 · Volume 信号 · 上行空间 <1.0%",
        "score": 0,
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              "key": "base",
              "points": 50.0
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              "factor": "Gap",
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              "points": 5.0
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              "factor": "Volume",
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          ],
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        "expected_return_pct": -0.05,
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          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.0,
        "trade_action": "Pass",
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          "Volume 信号",
          "上行空间 <1.0%"
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        "why": "Gap 未过度延伸 · Volume 信号 · 上行空间 <1.0%",
        "score": 0,
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        "edge_type": "Relative Weakness",
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              "factor": "Base",
              "key": "base",
              "points": 50.0
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              "factor": "RS",
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              "points": -6.0
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            {
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            {
              "factor": "Catalyst",
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            {
              "factor": "Volume",
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          ],
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        "expected_return_pct": -0.1,
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          "label_reward_risk": "Reward/Risk 1.46",
          "label_risk_reward": "Risk:Reward 1:0.68",
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          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.0,
        "trade_action": "Pass",
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        "gap_pct": 1.12,
        "relative_strength": -0.16,
        "relative_strength_vs_smh": -1.35,
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        "why_factors": [
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          "News 8",
          "Volume 信号",
          "上行空间 <1.0%"
        ],
        "why": "Gap 未过度延伸 · News 8 · Volume 信号 · 上行空间 <1.0%",
        "score": 0,
        "news_count": 8,
        "factor_breakdown": {
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        "edge_type": "Sector Edge",
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              "factor": "Base",
              "key": "base",
              "points": 50.0
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            {
              "factor": "RS",
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              "points": -10.0
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            {
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            {
              "factor": "Catalyst",
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              "factor": "Volume",
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        "expected_return_pct": -0.28,
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          "label_risk_reward": "Risk:Reward 1:1.61",
          "display": "Reward/Risk 0.62 · Risk:Reward 1:1.61",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
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        "final_score": 0.0,
        "trade_action": "Pass",
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        "prior_day_change_pct": 0.0,
        "why_factors": [
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          "Gap 未过度延伸",
          "News 2",
          "Volume 信号",
          "上行空间 <1.0%"
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        "why": "RS 弱于 QQQ -1.17% · Gap 未过度延伸 · News 2 · Volume 信号",
        "score": 0,
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        "factor_breakdown": {
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              "points": 50.0
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            {
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              "points": -16.0
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          ],
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        "expected_return_pct": -1.18,
        "expected_high": 382.94,
        "expected_low": 374.68,
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        "upside_pct": 1.0,
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          "risk_reward_ratio": 1.18,
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          "label_reward_risk": "Reward/Risk 0.85",
          "label_risk_reward": "Risk:Reward 1:1.18",
          "display": "Reward/Risk 0.85 · Risk:Reward 1:1.18",
          "convention": "reward_risk_ratio = reward ÷ risk; Risk:Reward shows risk per unit reward"
        },
        "final_score": 0.0,
        "trade_action": "Pass",
        "trade": "Pass",
        "gap_pct": -1.69,
        "relative_strength": -2.86,
        "relative_strength_vs_smh": -4.05,
        "relative_weakness_score": 5.29,
        "prior_day_change_pct": 0.26,
        "why_factors": [
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        ],
        "why": "RS 弱于 QQQ -2.86% · 上行空间 <1.0%",
        "score": 0,
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        "factor_breakdown": {
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          "prior_day_change_pct": 0.26
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        "edge_type": "Sector Edge",
        "score_formula_display": "final = win_prob(34%) × ER(-1.2%) × rr_weight(0.5) / 100",
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        "advisory": true,
        "rank": 11,
        "direction": "LONG"
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    ]
  },
  "intraday": {
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      "driver_still_valid": true,
      "action": "Hold"
    },
    "s6": {
      "trade_valid": true,
      "action": "Hold"
    },
    "s7": {
      "actual_driver": "AI/Semiconductor",
      "attribution": {
        "ai": 0.86,
        "bond": 0.046,
        "oil": 0.0,
        "macro": 0.044,
        "other": 0.05,
        "splits": {}
      }
    }
  },
  "trade_plan": {},
  "actual": {},
  "attribution": {
    "ai": 0.86,
    "bond": 0.046,
    "oil": 0.0,
    "macro": 0.044,
    "other": 0.05,
    "splits": {}
  },
  "labels": {
    "actual_driver": "AI/Semiconductor",
    "agent_driver": "Geopolitical Risk",
    "agent_driver_type": "Political",
    "corrected_driver_from_verify": null,
    "driver_splits": {},
    "hypothesis_correct": "部分对",
    "scenario_primary": "A",
    "scenario_actual": "A",
    "scenario_correct": true,
    "trade_recommendation": "MU",
    "trade_direction": "LONG",
    "primary_symbol": "MU",
    "predicted_return_pct": 1.26,
    "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-14"
  ],
  "bayesian_drivers": {
    "AI": 1.0,
    "Bond": 0.0,
    "Macro": 0.0,
    "Oil": 0.0,
    "Risk": 0.0
  },
  "data_gaps": []
}