Strategy Zoo / S1139

PriceMomentum_V1139

ARCHIVEDhybrid

llmSimplified and regularized the entry rules to reduce overfitting: kept 20-day momentum threshold and added a clean price-above-200sma + positive 200sma-slope + reasonable 1-year cumulative return guard. Tightened exits into a robust multi-stop: 20-day drawdown stop, peak drawdown limit, or negative MACD histogram to cut losses early. Added regime gates to only allow trades in uptrends and non-high-volatility environments and only in normal bubble states. Reduced base position to 0.8 to lower risk/exposure.

Fitness
0.1058
Generation
52
Complexity
13
Created
2026-10-03

Lineage

Parents (1)
PriceMomentum_V1045S1045 · gen 48ARCHIVEDllm

entry = PriceMomentum_V0758 OR PriceMomentum_V0641

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V1139  [hybrid]
require regime.trend in ['UPTREND']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL']
if flat and (ret_20d > 0.05 or (close > sma_200 and sma_200_slope > 0.0 and cumret_252d > -0.15)):
    position = 0.8
if long and (ret_20d < -0.06 or drawdown > 0.07 or macd_hist < 0.0):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-3.2%4.2%-4.9%-2.2%
Total Return-22.9%13.3%-17.1%-27.5%
Sharpe-0.210.31-0.25-0.08
Sortino-0.130.22-0.13-0.05
Calmar-0.090.17-0.15-0.06
Volatility11.9%18.7%15.5%14.5%
Max DD-34.0%-24.4%-33.7%-37.9%
Win Rate40.3%46.3%41.5%41.6%
Avg Win2.0%4.3%3.0%2.7%
Avg Loss-1.6%-2.9%-2.6%-2.0%
Payoff1.261.491.151.32
Expectancy-0.1%0.4%-0.3%-0.1%
Profit Factor0.851.290.810.94
Trades1444153238
Avg Holding Days2.93.43.23.1
Turnover28.921.922.725.9
Exposure11.0%10.5%9.8%10.6%

Growth of $100

PriceMomentum_V1139 vs TSLA Buy & Hold
PriceMomentum_V1139 TSLA Buy & HoldIn-sampleValidationHidden test
Growth of $100 · log scale · in-sample, validation and hidden-test segments are shaded separately and must not be compared as one out-of-sample track record.

Walk-Forward Years

year-by-year stability matters more than any single year
YearCAGRSharpeMax DDTrades
2016-7.5%-0.97-12.6%15
201717.9%1.90-3.5%15
2018-12.6%-1.40-12.6%8
2019-3.4%-0.42-9.1%9
20200.0%0.000.0%0
202118.2%0.72-24.4%29
2022-13.5%-1.26-16.0%11

A robust strategy performs acceptably in most years rather than spectacularly in one — look for consistency across regimes, not a single outlier year.

Regime Performance

PeriodRegimeDaysAnn. ReturnSharpeExposure
hidden testDOWNTREND2770.0%0.000%
hidden testEXPENSIVE8334.0%2.442%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-13.8%-1.091%
hidden testLOW VOLATILITY4361.6%0.1213%
hidden testMEDIUM VOLATILITY251-3.1%-0.1513%
hidden testNORMAL810-7.9%-0.4911%
hidden testSIDEWAYS293-21.4%-2.192%
hidden testUPTREND3717.3%0.3123%
trainDOWNTREND5180.0%0.000%
trainEXPENSIVE3119.2%1.671%
trainEXTREME1000.0%0.000%
trainHIGH VOLATILITY6990.7%0.071%
trainLOW VOLATILITY7452.1%0.1720%
trainMEDIUM VOLATILITY568-12.6%-0.9911%
trainNORMAL1,601-5.0%-0.3814%
trainSIDEWAYS592-6.7%-0.991%
trainUPTREND902-1.3%-0.0824%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE1380.0%0.000%
validationEXTREME1440.0%0.000%
validationHIGH VOLATILITY25819.1%0.901%
validationLOW VOLATILITY1839.8%0.8122%
validationMEDIUM VOLATILITY315-7.3%-0.3711%
validationNORMAL4749.3%0.4017%
validationSIDEWAYS206-10.2%-1.451%
validationUPTREND42515.3%0.6318%

Trades (full period)

latest 100 of 238
EntryExitEntry PxExit PxReturnDays
2026-07-012026-07-06$425.30$419.77-5.30%3
2026-05-292026-06-01$435.79$415.88-1.30%2
2026-02-122026-02-18$417.07$411.32-3.46%4
2026-02-102026-02-11$425.21$428.271.35%2
2026-02-062026-02-09$411.11$417.322.64%2
2026-02-042026-02-05$406.01$397.21-3.18%2
2026-02-022026-02-03$421.81$421.96-1.76%2
2026-01-092026-01-12$445.01$448.961.53%2
2026-01-072026-01-08$431.41$435.80-0.45%2
2026-01-052026-01-06$451.67$432.962.32%2
2025-12-312026-01-02$449.72$438.07-0.99%2
2025-12-042025-12-30$454.53$454.432.22%18
2025-11-282025-12-03$430.17$446.740.34%4
2025-11-252025-11-26$419.40$426.580.15%2
2025-11-212025-11-24$391.09$417.78-1.00%2
2025-11-192025-11-20$403.99$395.230.39%2
2025-11-172025-11-18$408.92$401.250.74%2
2025-11-132025-11-14$401.99$404.35-5.47%2
2025-09-122025-09-15$395.94$410.045.72%2
2025-09-042025-09-05$338.53$350.840.90%2
2025-07-292025-08-01$321.20$302.63-4.42%4
2025-07-172025-07-25$319.41$316.06-4.18%7
2025-07-152025-07-16$310.78$321.67-1.70%2
2025-06-042025-06-05$332.05$284.70-3.00%2
2025-06-022025-06-03$342.69$344.27-1.03%2
2025-05-222025-05-28$341.04$356.906.58%4
2024-10-112024-10-14$217.80$219.16-7.18%2
2024-10-092024-10-10$241.05$238.77-1.29%2
2024-10-072024-10-08$240.83$244.50-3.12%2
2024-10-032024-10-04$240.66$250.08-2.84%2
2024-09-232024-09-27$250.00$260.465.19%5
2024-09-162024-09-20$226.78$238.254.58%5
2024-09-042024-09-09$219.41$216.27-0.01%4
2024-07-022024-07-12$231.26$248.2311.75%8
2024-01-112024-01-12$227.22$218.89-2.46%2
2024-01-092024-01-10$234.96$233.94-1.99%2
2024-01-052024-01-08$237.49$240.45-0.31%2
2024-01-032024-01-04$238.45$237.93-3.37%2
2023-08-302023-09-05$256.90$256.49-3.94%4
2023-08-112023-08-14$242.65$239.76-1.04%2
2023-08-092023-08-10$242.19$245.34-2.56%2
2023-08-032023-08-04$259.32$253.861.48%2
2023-08-012023-08-02$261.07$254.11-2.06%2
2023-07-262023-07-27$264.35$255.71-0.44%2
2023-07-202023-07-21$262.90$260.02-7.94%2
2023-07-182023-07-19$293.34$291.260.65%2
2023-07-142023-07-17$281.38$290.380.84%2
2023-07-122023-07-13$271.99$277.900.49%2
2023-07-102023-07-11$269.61$269.79-1.56%2
2023-07-052023-07-07$282.48$274.43-1.09%3
2023-06-302023-07-03$261.77$279.821.17%2
2023-06-282023-06-29$256.24$257.501.77%2
2023-06-022023-06-27$213.97$250.2112.72%17
2022-09-212022-09-23$300.80$275.33-5.39%3
2022-08-162022-08-19$306.56$296.67-1.83%4
2022-08-052022-08-08$288.17$290.42-5.46%2
2022-05-042022-05-05$317.54$291.093.65%2
2022-04-252022-04-26$332.67$292.14-0.72%2
2022-04-212022-04-22$336.26$335.022.42%2
2022-04-192022-04-20$342.72$325.731.74%2
2022-04-142022-04-18$328.33$334.76-3.08%2
2022-04-122022-04-13$328.98$340.790.74%2
2022-04-052022-04-11$363.75$325.31-8.58%5
2022-01-122022-01-13$368.74$343.852.98%2
2021-12-272022-01-04$364.65$383.209.81%7
2021-12-222021-12-23$336.29$355.675.83%2
2021-12-202021-12-21$299.98$312.84-2.96%2
2021-12-162021-12-17$308.97$310.86-4.18%2
2021-12-142021-12-15$319.50$325.33-0.81%2
2021-12-102021-12-13$339.01$322.140.89%2
2021-12-082021-12-09$356.32$334.601.15%2
2021-12-062021-12-07$336.34$350.58-0.63%2
2021-12-022021-12-03$361.53$338.32-0.92%2
2021-11-302021-12-01$381.59$365.000.39%2
2021-11-262021-11-29$360.64$379.00-2.60%2
2021-11-232021-11-24$369.68$372.00-3.47%2
2021-10-122021-11-10$268.57$355.9823.06%22
2021-10-082021-10-11$261.83$263.98-0.98%2
2021-09-282021-10-07$259.19$264.54-1.03%8
2021-09-242021-09-27$258.13$263.792.04%2
2021-09-222021-09-23$250.65$251.211.20%2
2021-08-302021-09-21$243.64$246.461.92%16
2021-08-262021-08-27$233.72$237.31-1.29%2
2021-08-242021-08-25$236.16$237.070.09%2
2021-08-202021-08-23$226.75$235.430.65%2
2021-08-182021-08-19$229.66$224.492.64%2
2021-08-052021-08-17$238.21$221.90-2.92%9
2021-03-092021-03-10$224.53$222.6915.54%2
2021-03-052021-03-08$199.32$187.67-3.18%2
2021-03-032021-03-04$217.73$207.15-4.03%2
2021-03-012021-03-02$239.48$228.814.92%2
2021-02-252021-02-26$227.41$225.17-6.60%2
2021-02-232021-02-24$232.95$247.34-1.91%2
2021-02-192021-02-22$260.43$238.17-0.78%2
2019-12-132019-12-17$23.89$25.274.69%3
2019-12-112019-12-12$23.51$23.980.72%2
2019-12-092019-12-10$22.64$23.260.71%2
2019-12-052019-12-06$22.02$22.39-0.80%2
2019-12-032019-12-04$22.41$22.200.16%2
2019-11-292019-12-02$22.00$22.32-0.49%2