股票30% · 中期国债20% · 黄金25% · 可调整资产25%|2007-05-30—2026-11-03|历史研究,不是交易指令
新配置的固定公用事业版本历史年化约8.70%,最大回撤约27.34%;按月轮换并根据近期风险给非股票资产加杠杆,年化约7.98%,最大回撤约27.87%。本轮主方案没有达到10%。这些结果不证明公用事业未来最佳,也不证明主题判断无效;本轮检验的是明确的价格轮换规则。
低波动并不代表适合借钱持有。中债IEF的1倍年化约3.12%,2倍后约2.56%;短债SHY由约1.80%降至约0.43%。黄金加杠杆在本段历史提高收益,但1.5倍和2倍单资产最大回撤分别约63%和76%,不能归为低风险增强。
已有 115 个成果文件原样保留并通过前后SHA256校验。另有既有报告和代码备份ZIP;原始年度再平衡永久组合未覆盖。本报告另存为新策略版本。
30/20/25/25按自有资金分配。若只给20%的中债加到2倍,则敞口为股票30%、中债40%、黄金25%、变动25%,总敞口120%,借款20%。这不是把120%的敞口重新归一为100%。股票和股权型行业资产在每次调仓的杠杆倍数始终为1,但账户抵押品和亏损仍共享,不能称股票部分与借款风险隔离。
当变动部分持有XLU、VNQ或IGF时,股权类目标合计55%;持有DBC或BIL时为30%。实际比例会随涨跌漂移。XLU是广义公用事业,不是纯AI电力主题;VNQ和IGF也仍有股权风险。中债缩短了期限,但并不保证收益高于长债。
| 方案 | 起点 | 复合年化 | 最大回撤 | 年化波动 | 最差滚动10年年化 | 累计利息/美元 |
|---|---|---|---|---|---|---|
| 原始永久组合,每月再平衡 | 2007-05-30 | 6.69% | -17.51% | 7.44% | 3.34% | 0 |
| 新比例,变动25%固定短债 | 2007-05-30 | 7.01% | -18.56% | 7.54% | 3.82% | 0 |
| 新比例,变动25%固定公用事业 | 2007-05-30 | 8.70% | -27.34% | 10.87% | 6.25% | 0 |
| 新比例,变动25%固定地产 | 2007-05-30 | 8.39% | -35.32% | 13.14% | 5.42% | 0 |
| 新比例,变动25%固定广义商品 | 2007-05-30 | 7.50% | -31.04% | 10.68% | 2.87% | 0 |
| 新比例,变动25%固定基础设施 | 2007-12-12 | 7.80% | -31.38% | 11.51% | 5.03% | 0 |
| IGF同日起点原始组合 | 2007-12-12 | 6.43% | -17.51% | 7.45% | 3.34% | 0 |
| 新比例,按月轮换,不加杠杆 | 2007-05-30 | 7.80% | -28.17% | 10.25% | 5.03% | 0 |
| 新比例,按月轮换,仅中债2倍 | 2007-05-30 | 7.80% | -27.87% | 10.37% | 4.67% | 28,867 |
| 新比例,按月轮换,非股票动态杠杆 | 2007-05-30 | 7.98% | -27.87% | 10.32% | 4.87% | 22,532 |
| 新比例,每日检查轮换,动态杠杆 | 2007-05-30 | 7.82% | -25.55% | 10.13% | 4.90% | 22,454 |
| 固定公用事业,仅中债2倍 | 2007-05-30 | 8.69% | -26.40% | 11.00% | 5.88% | 33,254 |
| 固定地产,仅中债2倍 | 2007-05-30 | 8.39% | -34.40% | 13.16% | 5.06% | 32,595 |
除IGF相关两项从2007-12-12开始外,其余主方案统一从2007-05-30开始。IGF必须与它的同日起点基准比较,不能直接以不同起点排名。固定持有公用事业等对照不是对当年投资者能够预知AI主题的假设。
下面的分资产杠杆诊断使用同样的融资和交易成本,每月调整倍数。选取中债、短债、黄金作透明对照,不根据全样本最小回撤挑选资产。单资产总敞口超过2.5倍时,下一交易日降至1倍,下一月才恢复目标倍数;2倍黄金结果因此是带保护规则的模拟,不是每日2倍ETF。
| 方案 | 起点 | 复合年化 | 最大回撤 | 年化波动 | 最差滚动10年年化 | 累计利息/美元 |
|---|---|---|---|---|---|---|
| IEF-1x | 2007-05-30 | 3.12% | -23.92% | 6.96% | 0.09% | 0 |
| IEF-1.5x | 2007-05-30 | 2.90% | -37.74% | 10.45% | -2.03% | 53,171 |
| IEF-2x | 2007-05-30 | 2.56% | -49.40% | 13.95% | -4.22% | 112,918 |
| SHY-1x | 2007-05-30 | 1.80% | -5.71% | 1.53% | 0.45% | 0 |
| SHY-1.5x | 2007-05-30 | 1.12% | -10.62% | 2.29% | -0.46% | 35,747 |
| SHY-2x | 2007-05-30 | 0.43% | -16.08% | 3.06% | -1.37% | 68,109 |
| GLD-1x | 2007-05-30 | 9.22% | -45.56% | 18.23% | -1.05% | 0 |
| GLD-1.5x | 2007-05-30 | 11.06% | -62.99% | 27.34% | -3.48% | 104,434 |
| GLD-2x | 2007-05-30 | 11.33% | -75.68% | 36.27% | -6.40% | 227,020 |
下表分别列出全部通过质量门槛的 41 只美元上市基金。采用2007-05-30与各基金历史起点中较晚者;起点不同不能直接排名。含分配再投资,单只未杠杆描述统计不扣外部交易费。完整结果还保留各基金最早可用历史;原有杠杆/多资产基金的回报不是独立资产类别。
| 代码 | 起点 | 年化 | 最大回撤 | 波动 | 峰值→谷底 | 恢复 |
|---|---|---|---|---|---|---|
| SPY | 2007-05-30 | 10.55% | -55.19% | 19.65% | 2007-10-09→2009-03-09 | 2012-08-16 |
| QQQ | 2007-05-30 | 15.68% | -53.40% | 22.33% | 2007-10-31→2008-11-20 | 2010-12-08 |
| VTI | 2007-05-30 | 10.46% | -55.45% | 19.84% | 2007-10-09→2009-03-09 | 2012-03-13 |
| VT | 2008-06-26 | 8.66% | -50.26% | 20.41% | 2008-06-26→2009-03-09 | 2010-12-29 |
| VEA | 2007-07-26 | 5.04% | -60.69% | 21.46% | 2007-10-31→2009-03-09 | 2014-05-27 |
| VWO | 2007-05-30 | 4.03% | -67.68% | 26.36% | 2007-10-31→2008-11-20 | 2017-09-11 |
| TLT | 2007-05-30 | 2.80% | -48.35% | 15.13% | 2020-08-04→2023-10-19 | 截至期末未恢复 |
| IEF | 2007-05-30 | 3.12% | -23.92% | 6.96% | 2020-08-04→2023-10-19 | 截至期末未恢复 |
| SHY | 2007-05-30 | 1.81% | -5.71% | 1.53% | 2021-08-02→2022-10-20 | 2024-06-03 |
| BIL | 2007-05-30 | 1.37% | -0.78% | 0.49% | 2008-09-29→2015-12-09 | 2017-12-08 |
| SGOV | 2020-06-01 | 2.90% | -0.30% | 0.29% | 2026-10-30→2026-11-02 | 截至期末未恢复 |
| TIP | 2007-05-30 | 3.35% | -14.51% | 6.28% | 2021-11-09→2023-10-06 | 2026-02-27 |
| GLD | 2007-05-30 | 9.22% | -45.56% | 18.23% | 2011-08-22→2015-12-17 | 2020-07-29 |
| IAU | 2007-05-30 | 9.36% | -45.14% | 18.24% | 2011-08-22→2015-12-02 | 2020-07-27 |
| DBC | 2007-05-30 | 2.38% | -76.36% | 19.31% | 2008-07-02→2020-04-27 | 截至期末未恢复 |
| IBIT | 2024-01-11 | 19.60% | -53.30% | 48.56% | 2025-10-06→2026-06-30 | 截至期末未恢复 |
| ETHA | 2024-07-23 | -16.78% | -67.91% | 69.16% | 2025-08-22→2026-06-25 | 截至期末未恢复 |
| QQQM | 2020-10-13 | 15.70% | -35.04% | 22.19% | 2021-11-19→2022-11-03 | 2023-12-12 |
| IWF | 2007-05-30 | 12.40% | -51.28% | 20.72% | 2007-10-31→2009-03-09 | 2011-02-11 |
| VUG | 2007-05-30 | 12.50% | -50.68% | 21.14% | 2007-10-31→2009-03-09 | 2011-02-08 |
| IWM | 2007-05-30 | 7.84% | -58.64% | 24.69% | 2007-07-13→2009-03-09 | 2011-02-08 |
| ALLW | 2025-03-06 | 11.79% | -8.78% | 12.03% | 2025-04-02→2025-04-08 | 2025-06-02 |
| RPAR | 2019-12-13 | 3.44% | -30.16% | 12.55% | 2021-11-09→2022-10-20 | 2026-01-26 |
| UPAR | 2022-01-04 | -2.17% | -38.99% | 17.76% | 2022-01-12→2023-10-25 | 2026-02-23 |
| NTSX | 2018-08-02 | 12.18% | -31.34% | 18.05% | 2021-12-27→2022-10-14 | 2024-06-12 |
| RSSB | 2023-12-05 | 16.64% | -16.09% | 16.43% | 2024-12-06→2025-04-08 | 2025-05-16 |
| RSST | 2023-09-06 | 18.35% | -30.80% | 23.60% | 2024-07-10→2025-04-08 | 2025-09-22 |
| PDBC | 2014-11-07 | 4.62% | -49.52% | 18.12% | 2014-11-07→2020-04-28 | 2021-10-14 |
| COMT | 2014-10-16 | 4.37% | -51.89% | 19.30% | 2014-10-29→2016-01-20 | 2022-02-14 |
| GSG | 2007-05-30 | -0.69% | -89.62% | 23.59% | 2008-07-02→2020-04-28 | 截至期末未恢复 |
| DBA | 2007-05-30 | 1.01% | -67.97% | 16.45% | 2008-02-26→2020-06-26 | 截至期末未恢复 |
| DBB | 2007-05-30 | 0.94% | -59.81% | 22.47% | 2008-03-05→2009-02-23 | 2022-03-03 |
| DBO | 2007-05-30 | 0.99% | -90.18% | 32.09% | 2008-07-14→2020-04-28 | 截至期末未恢复 |
| USO | 2007-05-30 | -4.48% | -98.19% | 37.76% | 2008-07-14→2020-04-28 | 截至期末未恢复 |
| USL | 2007-12-06 | 0.96% | -89.06% | 31.53% | 2008-07-11→2020-04-28 | 截至期末未恢复 |
| SLV | 2007-05-30 | 6.54% | -76.28% | 33.27% | 2011-04-28→2020-03-18 | 2025-10-13 |
| UNG | 2007-05-30 | -28.76% | -99.89% | 49.17% | 2008-07-01→2026-11-02 | 截至期末未恢复 |
| IGF | 2007-12-12 | 4.74% | -58.33% | 20.16% | 2008-01-02→2009-03-09 | 2014-03-27 |
| VNQ | 2007-05-30 | 5.25% | -70.56% | 29.51% | 2007-06-04→2009-03-06 | 2012-02-03 |
| XLU | 2007-05-30 | 7.51% | -46.48% | 19.16% | 2007-12-10→2009-03-09 | 2012-06-14 |
| IFRA | 2018-04-05 | 12.34% | -41.06% | 21.08% | 2020-02-20→2020-03-23 | 2020-11-16 |
{
"510300.SS": "Outside US-listed USD fund comparison: EQUITY",
"510500.SS": "Outside US-listed USD fund comparison: EQUITY",
"159915.SZ": "Outside US-listed USD fund comparison: EQUITY",
"518880.SS": "Outside US-listed USD fund comparison: EQUITY",
"511010.SS": "Outside US-listed USD fund comparison: EQUITY",
"CNY=X": "Outside US-listed USD fund comparison: CURRENCY",
"JPY=X": "Outside US-listed USD fund comparison: CURRENCY",
"BTC-USD": "Outside US-listed USD fund comparison: CRYPTOCURRENCY",
"ETH-USD": "Outside US-listed USD fund comparison: CRYPTOCURRENCY",
"CPER": "Data audit failed: {\"symbols\": [\"CPER\"], \"start\": \"2011-11-15\", \"end\": \"2026-11-03\", \"sessions\": 3763, \"missing_or_unusable\": {\"CPER\": [\"2014-12-05\", \"2015-02-03\"]}, \"adjustment_residual_max_bps\": {\"CPER\": 0.0}}"
}CPER历史缺口仍未填补,未进入回测;A股、外汇和加密现货未混入本轮美股基金的单币种比较。加密ETF可在描述表中出现,但没有纳入这套30/20/25/25配置。
动态月度方案的交易日持仓占比:DBC 23.7%、XLU 23.6%、VNQ 20.0%、BIL 18.5%、IGF 14.2%。所有信号只使用前一收盘前的信息,当天收盘成交,新仓位从之后的涨跌开始计收益。
行业候选名单本身仍是今天选择的,存在回溯选样与幸存者偏差;这不是真正样本外测试。未来AI的主题判断需要从正式记录判断的日期开始模拟,不能回头把历史赢家填进去。本轮没有声称验证了AI预测能力。
| 方案 | 2008全年 | 2020全年 | 2022全年 |
|---|---|---|---|
| 原始永久组合,每月再平衡 | -0.46% | 16.55% | -12.59% |
| 新比例,变动25%固定公用事业 | -14.62% | 15.11% | -8.07% |
| 新比例,按月轮换,不加杠杆 | -17.37% | 7.90% | -4.02% |
| 新比例,按月轮换,非股票动态杠杆 | -15.19% | 9.78% | -6.47% |
| 新比例,每日检查轮换,动态杠杆 | -12.74% | 7.15% | -6.47% |
日历年收益不等于年内最大回撤;更细危机窗口及恢复时间在完整结果中。全部主规则预先固定;126日、回撤阈值5%/15%、杠杆上限1.5倍和季度复核只作敏感性,不因为某一参数更漂亮就修改主策略。
| 方案 | 起点 | 复合年化 | 最大回撤 | 年化波动 | 最差滚动10年年化 | 累计利息/美元 |
|---|---|---|---|---|---|---|
| sensitivity-mom126 | 2007-05-30 | 8.84% | -20.86% | 10.39% | 4.65% | 26,424 |
| sensitivity-dd05 | 2007-05-30 | 7.81% | -28.35% | 10.25% | 5.03% | 10,167 |
| sensitivity-dd15 | 2007-05-30 | 8.10% | -27.87% | 10.55% | 5.15% | 28,317 |
| sensitivity-cap1.5 | 2007-05-30 | 7.91% | -27.87% | 10.30% | 4.95% | 12,497 |
| sensitivity-quarterly | 2007-05-30 | 8.02% | -31.44% | 10.37% | 5.09% | 21,701 |
| sensitivity-funding0.005 | 2007-05-30 | 8.17% | -27.78% | 10.32% | 5.08% | 15,856 |
| sensitivity-funding0.03 | 2007-05-30 | 7.69% | -28.01% | 10.32% | 4.57% | 32,030 |
| sensitivity-cost0 | 2007-05-30 | 8.08% | -27.84% | 10.32% | 4.98% | 22,800 |
| sensitivity-cost20 | 2007-05-30 | 7.69% | -27.97% | 10.32% | 4.56% | 21,749 |
| 方案 | 起点 | 复合年化 | 最大回撤 | 年化波动 | 最差滚动10年年化 | 累计利息/美元 |
|---|---|---|---|---|---|---|
| PP-monthly-half1 | 2007-05-30 | 5.73% | -15.16% | 7.28% | — | 0 |
| PP-monthly-half2 | 2017-01-03 | 7.57% | -17.51% | 7.59% | — | 0 |
| PP-monthly-entry2010 | 2010-01-04 | 6.76% | -17.51% | 7.02% | 3.34% | 0 |
| PP-monthly-entry2015 | 2015-01-02 | 6.56% | -17.51% | 7.33% | 5.65% | 0 |
| PP-monthly-entry2020 | 2020-01-02 | 7.14% | -17.51% | 8.56% | — | 0 |
| new-fixed-BIL-half1 | 2007-05-30 | 5.22% | -18.56% | 7.73% | — | 0 |
| new-fixed-BIL-half2 | 2017-01-03 | 8.74% | -13.09% | 7.35% | — | 0 |
| new-fixed-BIL-entry2010 | 2010-01-04 | 7.23% | -13.09% | 6.89% | 3.82% | 0 |
| new-fixed-BIL-entry2015 | 2015-01-02 | 7.62% | -13.09% | 7.05% | 6.83% | 0 |
| new-fixed-BIL-entry2020 | 2020-01-02 | 8.96% | -13.09% | 8.34% | — | 0 |
| new-fixed-XLU-half1 | 2007-05-30 | 6.62% | -27.34% | 11.17% | — | 0 |
| new-fixed-XLU-half2 | 2017-01-03 | 10.73% | -19.41% | 10.56% | — | 0 |
| new-fixed-XLU-entry2010 | 2010-01-04 | 9.56% | -19.41% | 9.79% | 6.25% | 0 |
| new-fixed-XLU-entry2015 | 2015-01-02 | 9.49% | -19.41% | 10.21% | 8.68% | 0 |
| new-fixed-XLU-entry2020 | 2020-01-02 | 10.47% | -19.41% | 12.03% | — | 0 |
| new-fixed-VNQ-half1 | 2007-05-30 | 7.01% | -35.32% | 14.86% | — | 0 |
| new-fixed-VNQ-half2 | 2017-01-03 | 9.70% | -21.36% | 11.20% | — | 0 |
| new-fixed-VNQ-entry2010 | 2010-01-04 | 9.29% | -21.36% | 10.64% | 5.42% | 0 |
| new-fixed-VNQ-entry2015 | 2015-01-02 | 8.64% | -21.36% | 10.78% | 7.73% | 0 |
| new-fixed-VNQ-entry2020 | 2020-01-02 | 9.58% | -21.36% | 12.72% | — | 0 |
| new-rotation-1x-half1 | 2007-05-30 | 5.89% | -28.17% | 10.34% | — | 0 |
| new-rotation-1x-half2 | 2017-01-03 | 9.66% | -19.41% | 10.16% | — | 0 |
| new-rotation-1x-entry2010 | 2010-01-04 | 8.71% | -19.41% | 9.79% | 5.03% | 0 |
| new-rotation-1x-entry2015 | 2015-01-02 | 8.32% | -19.41% | 9.87% | 6.86% | 0 |
| new-rotation-1x-entry2020 | 2020-01-02 | 10.64% | -19.41% | 11.38% | — | 0 |
| new-rotation-IEF2x-half1 | 2007-05-30 | 6.58% | -27.87% | 10.28% | — | 5,593 |
| new-rotation-IEF2x-half2 | 2017-01-03 | 8.97% | -18.47% | 10.46% | — | 12,588 |
| new-rotation-IEF2x-entry2010 | 2010-01-04 | 8.58% | -18.47% | 9.97% | 4.67% | 25,082 |
| new-rotation-IEF2x-entry2015 | 2015-01-02 | 7.73% | -18.47% | 10.18% | 6.20% | 13,793 |
| new-rotation-IEF2x-entry2020 | 2020-01-02 | 9.58% | -18.47% | 11.72% | — | 8,423 |
| new-rotation-adaptive-half1 | 2007-05-30 | 6.53% | -27.87% | 10.30% | — | 5,331 |
| new-rotation-adaptive-half2 | 2017-01-03 | 9.38% | -18.61% | 10.35% | — | 9,343 |
| new-rotation-adaptive-entry2010 | 2010-01-04 | 8.79% | -18.61% | 9.91% | 4.87% | 19,337 |
| new-rotation-adaptive-entry2015 | 2015-01-02 | 8.06% | -18.61% | 10.09% | 6.52% | 10,419 |
| new-rotation-adaptive-entry2020 | 2020-01-02 | 10.04% | -18.61% | 11.50% | — | 5,619 |
| new-daily-adaptive-half1 | 2007-05-30 | 6.51% | -25.55% | 10.26% | — | 5,349 |
| new-daily-adaptive-half2 | 2017-01-03 | 9.08% | -17.27% | 10.01% | — | 9,306 |
| new-daily-adaptive-entry2010 | 2010-01-04 | 8.51% | -17.27% | 9.69% | 4.90% | 19,014 |
| new-daily-adaptive-entry2015 | 2015-01-02 | 7.75% | -17.27% | 9.78% | 6.14% | 10,318 |
| new-daily-adaptive-entry2020 | 2020-01-02 | 9.10% | -17.27% | 11.12% | — | 5,393 |
美元名义税前收益;基金内部费用和已实现的期货展期效果包含在价格中,不重复扣除。外部交易成本按每次买卖金额5基点计算;借款按滞后有效联邦基金利率DFF加1.5个百分点,ACT/360,周末和节假日也计息。融资利差0.5和3个百分点另作敏感性,不是已取得的券商报价。未计个人税费、换汇、特定产品保证金和实际订单冲击;允许模拟碎股,不计末日强制清仓。
原始行情数据库保持原样。旧基金沿用已冻结快照,新基础设施/地产基金使用上一轮快照,统一截至2026-11-03。本轮不新增付费数据服务,也不把供应商历史当成已获完整独立认证的数据。
Windows完成13组主方案、9组分资产杠杆、9组敏感性和40组分段/入场检查;8项资金账本、时序、缺失数据、敞口限制测试通过。Linux以独立标准库实现重建了 21 组主方案及单资产方案的选择信号、杠杆、利息和逐日净值;原始月度基准与旧结果一致。另有固定新配置与原有独立引擎一致性检查。该验收属于历史研究计算,不是实盘或生产上线验收。
官方产品与融资资料(2026-11-05查阅):IEF中期国债 · XLU公用事业 · VNQ地产 · IGF基础设施 · SEC融资账户说明
完整计算结果 · 预设规则 · 旧成果校验清单 · Linux验算 · 旧报告及代码备份 · 本轮源码与复核输入
adaptive-research.sqlite3保留全部逐日净值、持仓敞口、利息、交易和信号;原行情数据库按保全清单保留原位。