Strategy Zoo / S1184

PriceMomentum_V1184

ARCHIVEDhybrid

llmSimplified and diversified entry rules: added a clear breakout+MA confirmation leg and a separate high-momentum leg with MACD/RSI filter to reduce overfitting. Replaced tiny exit threshold with multi-condition exit (meaningful stop loss, MA breach, or large drawdown) to control deep drawdowns. Added regime gates to avoid entering during high volatility or extreme bubble states. Added position sizing rules to reduce size in high volatility, near-52w-high (crowded) conditions, and to stop trading during large drawdowns.

Fitness
0.3049
Generation
54
Complexity
17
Created
2026-10-06

Lineage

Parents (1)
PriceMomentum_V1021S1021 · gen 47ARCHIVEDllm

entry = PriceMomentum_V0817 OR PriceMomentum_V0690

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V1184  [hybrid]
require regime.trend in ['UPTREND', 'SIDEWAYS']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL', 'EXPENSIVE']
if flat and ((ret_20d > 0.03 and breakout_50 == 1 and close > sma_50 and macd_hist > 0.0) or (ret_20d > 0.08 and macd_hist > 0.02 and rsi_14 < 75.0)):
    position = 1.0
if long and (ret_20d < -0.05 or close < sma_50 or drawdown < -0.08):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-4.2%37.1%-2.1%3.8%
Total Return-29.0%157.6%-7.7%73.7%
Sharpe-0.191.52-0.080.31
Sortino-0.111.14-0.050.19
Calmar-0.091.49-0.090.08
Volatility15.8%22.3%14.0%17.0%
Max DD-48.5%-24.9%-23.6%-48.5%
Win Rate42.7%53.7%46.7%46.3%
Avg Win2.8%6.7%2.5%3.8%
Avg Loss-2.7%-1.8%-2.4%-2.4%
Payoff1.013.771.071.57
Expectancy-0.4%2.8%-0.1%0.5%
Profit Factor0.754.370.931.36
Trades894160190
Avg Holding Days3.63.72.33.3
Turnover22.427.332.125.8
Exposure12.1%14.8%8.3%11.7%

Growth of $100

PriceMomentum_V1184 vs TSLA Buy & Hold
PriceMomentum_V1184 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
2016-10.7%-1.17-12.7%15
20174.6%0.34-10.5%18
2018-6.5%-0.93-7.6%5
2019-0.7%-0.01-10.6%9
202094.3%2.84-7.9%2
202123.3%0.88-24.9%27
20223.6%0.45-4.8%12

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 testDOWNTREND2780.0%0.000%
hidden testEXPENSIVE83-16.3%-0.6319%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY2546.3%0.950%
hidden testLOW VOLATILITY4386.9%0.4512%
hidden testMEDIUM VOLATILITY250-23.0%-1.3710%
hidden testNORMAL8110.3%0.028%
hidden testSIDEWAYS293-17.7%-1.4410%
hidden testUPTREND37111.0%0.5613%
trainDOWNTREND518-2.5%-0.710%
trainEXPENSIVE31126.4%1.0924%
trainEXTREME10011.6%1.551%
trainHIGH VOLATILITY6997.3%0.751%
trainLOW VOLATILITY7457.3%0.4224%
trainMEDIUM VOLATILITY568-29.4%-1.5211%
trainNORMAL1,601-9.7%-0.6910%
trainSIDEWAYS592-14.2%-1.148%
trainUPTREND9024.0%0.1921%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE138125.0%3.6139%
validationEXTREME14438.4%2.282%
validationHIGH VOLATILITY258-11.8%-1.000%
validationLOW VOLATILITY18315.1%1.0217%
validationMEDIUM VOLATILITY31582.5%2.6925%
validationNORMAL4746.2%0.3312%
validationSIDEWAYS206-7.9%-0.8110%
validationUPTREND42564.3%2.2322%

Trades (full period)

latest 100 of 190
EntryExitEntry PxExit PxReturnDays
2026-06-012026-06-02$415.88$423.74-4.76%2
2026-05-282026-05-29$442.10$435.790.19%2
2026-05-142026-05-15$443.30$422.24-0.64%2
2026-05-122026-05-13$433.45$445.27-2.79%2
2026-05-082026-05-11$428.35$445.003.82%2
2025-12-152026-01-02$475.31$438.07-2.21%13
2025-11-042025-11-10$444.26$445.23-8.48%5
2025-09-292025-10-03$443.21$429.83-1.20%5
2025-09-242025-09-26$442.79$440.40-0.77%3
2025-09-222025-09-23$434.21$425.851.71%2
2025-09-182025-09-19$416.85$426.07-2.31%2
2025-09-162025-09-17$421.62$425.862.62%2
2025-09-122025-09-15$395.94$410.047.15%2
2025-09-082025-09-09$346.40$346.97-1.46%2
2025-08-292025-09-02$333.87$329.36-3.70%2
2025-08-272025-08-28$349.60$345.98-0.79%2
2025-08-132025-08-14$339.38$335.58-0.63%2
2025-05-302025-06-02$346.46$342.69-3.54%2
2025-05-282025-05-29$356.90$358.43-1.85%2
2025-05-232025-05-27$339.34$362.89-0.70%2
2025-05-212025-05-22$334.62$341.04-2.87%2
2025-05-192025-05-20$342.09$343.82-2.45%2
2025-05-122025-05-13$318.38$334.076.54%2
2024-10-032024-10-04$240.66$250.08-3.55%2
2024-10-012024-10-02$258.02$249.02-1.58%2
2024-09-272024-09-30$260.46$261.632.25%2
2024-09-252024-09-26$257.02$254.220.88%2
2024-09-232024-09-24$250.00$254.274.73%2
2024-09-052024-09-06$230.17$210.734.70%2
2024-07-102024-07-11$263.26$241.030.15%2
2024-07-082024-07-09$252.94$262.330.36%2
2024-07-032024-07-05$246.39$251.526.34%2
2024-07-012024-07-02$209.86$231.265.85%2
2024-06-272024-06-28$197.42$197.880.33%2
2023-12-272023-12-28$261.44$253.181.68%2
2023-12-222023-12-26$252.54$256.61-0.97%2
2023-12-202023-12-21$247.14$254.50-4.11%2
2023-12-182023-12-19$252.08$257.22-0.76%2
2023-12-122023-12-13$237.01$239.29-1.34%2
2023-12-082023-12-11$243.84$239.740.29%2
2023-12-062023-12-07$239.37$242.640.07%2
2023-12-012023-12-04$238.83$235.58-0.72%2
2023-11-292023-11-30$244.14$240.08-1.24%2
2023-11-272023-11-28$236.08$246.720.07%2
2023-11-222023-11-24$234.21$235.45-3.10%2
2023-11-202023-11-21$235.60$241.200.35%2
2023-09-202023-09-21$262.59$255.70-1.67%2
2023-09-182023-09-19$265.28$266.50-3.52%2
2023-09-142023-09-15$276.04$274.391.55%2
2023-09-122023-09-13$267.48$271.30-2.43%2
2023-07-062023-07-07$276.54$274.43-2.30%2
2023-06-262023-06-27$241.05$250.21-6.25%2
2023-06-222023-06-23$264.61$256.601.78%2
2023-06-202023-06-21$274.45$259.465.13%2
2023-06-142023-06-15$256.79$255.90-0.94%2
2023-06-122023-06-13$249.83$258.712.02%2
2023-06-082023-06-09$234.86$244.404.38%2
2023-06-062023-06-07$221.31$224.571.50%2
2023-06-022023-06-05$213.97$217.612.91%2
2023-05-312023-06-01$203.93$207.521.18%2
2022-08-182022-08-19$302.87$296.67-0.57%2
2022-08-162022-08-17$306.56$304.00-1.09%2
2022-08-102022-08-11$294.36$286.633.69%2
2022-08-082022-08-09$290.42$283.330.58%2
2022-08-042022-08-05$308.63$288.170.20%2
2022-08-022022-08-03$300.59$307.400.91%2
2022-04-072022-04-08$352.42$341.830.90%2
2022-04-042022-04-06$381.82$348.590.42%3
2022-03-312022-04-01$359.20$361.53-1.70%2
2022-03-292022-03-30$366.52$364.660.51%2
2022-03-252022-03-28$336.88$363.95-0.52%2
2022-03-232022-03-24$333.04$337.970.32%2
2021-10-152021-11-10$281.01$355.9824.83%19
2021-10-132021-10-14$270.36$272.770.46%2
2021-10-082021-10-11$261.83$263.98-1.22%2
2021-09-282021-09-29$259.19$260.44-1.94%2
2021-09-172021-09-20$253.16$243.390.13%2
2021-09-152021-09-16$251.94$252.331.32%2
2021-09-102021-09-13$245.42$247.67-2.66%2
2021-09-082021-09-09$251.29$251.62-0.07%2
2021-09-012021-09-02$244.70$244.13-0.42%2
2021-08-162021-08-17$228.72$221.90-4.52%2
2021-08-122021-08-13$240.75$239.061.84%2
2021-08-052021-08-06$238.21$233.030.32%2
2021-08-032021-08-04$236.58$236.97-0.19%2
2021-07-132021-07-14$222.85$217.79-2.70%2
2021-07-092021-07-12$218.98$228.570.43%2
2021-07-062021-07-07$219.86$214.88-3.04%2
2021-07-012021-07-02$225.97$226.30-0.46%2
2021-06-292021-06-30$226.92$226.57-1.35%2
2021-06-242021-06-25$226.61$223.963.34%2
2021-06-182021-06-21$207.77$206.940.89%2
2021-04-282021-04-29$231.47$225.67-1.67%2
2021-04-262021-04-27$246.07$234.911.01%2
2021-04-222021-04-23$239.90$243.13-3.48%2
2021-04-192021-04-20$238.21$239.66-3.60%2
2021-04-152021-04-16$246.28$246.590.70%2
2021-01-122021-02-01$283.15$279.94-2.37%14
2020-12-102021-01-11$209.02$270.4045.30%21
2020-11-192020-12-08$166.42$216.6331.62%13