Strategy Zoo / S1164

PriceMomentum_V1164

ARCHIVEDhybrid

llmAdded regime gates to avoid downtrends/high-bubble states; simplified and regularized entry rules (removed extreme numeric forks), added momentum/trend confirmation (macd_hist or rsi or price>200sma with positive slope); replaced fragile exit with a clearer stop (20d drop < -3%) OR price crossing below SMA50; introduced volatility-based scaling via vol_pctile to cut size in high volatility; reduced base position to 0.6 to reduce overfitting and drawdown risk.

Fitness
0.1017
Generation
53
Complexity
18
Created
2026-10-06

Lineage

Parents (1)
PriceMomentum_V1021S1021 · gen 47ARCHIVEDllm

entry = PriceMomentum_V0817 OR PriceMomentum_V0690

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V1164  [hybrid]
require regime.trend in ['UPTREND', 'SIDEWAYS']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL']
if flat and ((ret_20d > 0.05 and breakout_50 == 1) or (ret_20d > 0.04 and ((close > sma_200 and sma_200_slope > 0.0) or macd_hist > 0.0 or rsi_14 > 55.0))):
    position = 0.6
if long and (ret_20d < -0.03 or close < sma_50):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-1.0%-1.0%1.0%-0.5%
Total Return-7.5%-3.0%3.8%-6.8%
Sharpe-0.02-0.000.140.03
Sortino-0.01-0.000.090.02
Calmar-0.03-0.040.06-0.01
Volatility12.0%13.8%14.2%12.9%
Max DD-34.1%-23.1%-17.4%-34.9%
Win Rate40.0%28.6%41.7%38.5%
Avg Win3.9%7.3%6.1%5.1%
Avg Loss-2.8%-2.9%-3.7%-3.1%
Payoff1.412.541.641.66
Expectancy-0.1%0.0%0.4%0.1%
Profit Factor0.941.021.171.03
Trades40142478
Avg Holding Days11.412.89.311.0
Turnover6.05.67.76.4
Exposure12.5%13.1%12.6%12.6%

Growth of $100

PriceMomentum_V1164 vs TSLA Buy & Hold
PriceMomentum_V1164 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
2016-4.5%-0.49-10.5%6
20179.3%1.68-3.3%3
2018-10.7%-1.23-11.3%3
2019-3.4%-0.13-17.3%5
20200.0%0.000.0%0
20218.1%0.52-14.3%9
2022-10.3%-0.62-23.1%5

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 testDOWNTREND278-2.1%-1.370%
hidden testEXPENSIVE8325.7%2.441%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-10.5%-0.831%
hidden testLOW VOLATILITY43816.1%1.2019%
hidden testMEDIUM VOLATILITY250-10.0%-0.5913%
hidden testNORMAL811-0.3%-0.0215%
hidden testSIDEWAYS293-16.9%-1.0620%
hidden testUPTREND37120.0%1.1416%
trainDOWNTREND518-6.4%-1.401%
trainEXPENSIVE3115.9%1.521%
trainEXTREME1000.0%0.000%
trainHIGH VOLATILITY6990.5%0.041%
trainLOW VOLATILITY74510.7%0.8525%
trainMEDIUM VOLATILITY568-15.5%-1.3011%
trainNORMAL1,601-1.5%-0.1115%
trainSIDEWAYS592-9.1%-0.7214%
trainUPTREND9029.0%0.6318%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE1380.0%0.000%
validationEXTREME1440.0%0.000%
validationHIGH VOLATILITY258-4.9%-0.660%
validationLOW VOLATILITY1835.3%0.4131%
validationMEDIUM VOLATILITY3150.8%0.0513%
validationNORMAL474-0.1%-0.0021%
validationSIDEWAYS206-20.5%-1.2220%
validationUPTREND4259.8%0.7014%

Trades (full period)

78 trades
EntryExitEntry PxExit PxReturnDays
2026-05-082026-06-08$428.35$408.95-2.97%21
2026-04-202026-04-21$392.50$386.42-1.34%2
2025-12-152026-01-05$475.31$451.67-2.77%14
2025-08-252025-09-15$346.60$410.049.60%15
2025-08-112025-08-21$339.03$320.11-1.14%9
2025-07-312025-08-01$308.27$302.63-2.14%2
2025-06-022025-06-06$342.69$295.14-10.95%5
2025-05-222025-05-28$341.04$356.904.92%4
2025-05-122025-05-13$318.38$334.073.93%2
2024-09-232024-10-14$250.00$219.16-5.15%16
2024-09-162024-09-20$226.78$238.253.45%5
2024-09-062024-09-09$210.73$216.27-5.18%2
2024-09-042024-09-05$219.41$230.172.39%2
2024-06-142024-07-12$178.01$248.2318.50%19
2023-11-292024-01-10$244.14$233.94-2.87%29
2023-11-272023-11-28$236.08$246.720.04%2
2023-11-212023-11-24$241.20$235.45-0.46%3
2023-11-172023-11-20$234.30$235.600.06%2
2023-10-092023-10-10$259.67$263.62-0.32%2
2023-09-252023-09-26$246.99$244.120.40%2
2023-09-122023-09-22$267.48$244.88-4.05%9
2023-05-312023-08-02$203.93$254.1117.41%44
2023-04-032023-04-06$194.77$185.06-6.54%4
2023-02-282023-03-08$205.71$182.00-5.91%7
2022-09-202022-09-26$308.73$276.01-6.76%5
2022-09-122022-09-14$304.42$302.61-1.61%3
2022-08-022022-08-29$300.59$284.82-1.82%20
2022-03-222022-04-27$331.33$293.84-2.50%26
2022-01-122022-01-13$368.74$343.852.24%2
2021-12-092021-12-10$334.60$339.01-3.78%2
2021-11-232021-12-01$369.68$365.00-0.69%6
2021-08-032021-11-10$236.58$355.9825.37%71
2021-06-242021-07-26$226.61$219.21-1.24%22
2021-06-212021-06-22$206.94$207.90-0.36%2
2021-06-172021-06-18$205.53$207.771.04%2
2021-06-142021-06-15$205.90$199.790.65%2
2021-05-032021-05-05$228.30$223.65-3.16%3
2021-04-142021-04-30$244.08$236.48-6.89%13
2019-11-222019-12-17$22.20$25.274.45%17
2019-10-152019-10-25$17.19$21.889.89%9
2019-09-122019-09-25$16.39$15.25-5.95%10
2019-07-222019-07-26$17.05$15.20-6.85%5
2019-02-282019-03-04$21.33$19.02-3.89%3
2018-11-272018-12-19$22.93$22.20-1.59%16
2018-03-132018-03-15$22.79$21.71-3.41%3
2018-01-222018-02-09$23.44$20.69-6.05%15
2017-12-122017-12-26$22.74$21.15-0.76%10
2017-01-312017-02-03$16.80$16.760.10%4
2016-12-282017-01-25$14.65$16.969.25%19
2016-10-042016-10-05$14.09$13.90-0.76%2
2016-07-222016-08-23$14.82$14.990.58%23
2016-06-132016-06-14$14.52$14.33-0.37%2
2016-06-082016-06-10$15.70$14.59-0.88%3
2016-03-282016-05-04$15.35$14.841.23%28
2016-03-212016-03-24$15.89$15.18-2.72%4
2015-10-012015-10-02$15.99$16.50-2.18%2
2015-09-212015-09-29$17.61$16.44-2.92%7
2015-08-062015-08-07$16.41$16.17-5.45%2
2015-04-282015-07-28$15.37$17.655.62%64
2015-04-142015-04-21$13.83$13.96-1.41%6
2014-11-252014-12-02$16.54$15.43-3.79%5
2014-11-112014-11-24$16.74$16.450.15%10
2014-08-052014-09-16$15.90$17.383.93%30
2014-06-162014-07-17$14.97$14.363.18%23
2014-06-122014-06-13$13.57$13.76-0.40%2
2014-06-092014-06-11$13.69$13.63-1.82%3
2014-05-282014-06-03$14.02$13.66-2.07%5
2014-01-132014-01-14$9.29$10.75-2.75%2
2014-01-072014-01-08$9.96$10.090.84%2
2013-03-262013-04-02$2.52$2.9610.06%5
2013-02-152013-02-22$2.47$2.41-4.92%5
2013-02-122013-02-14$2.53$2.55-0.07%3
2012-11-062013-01-11$2.08$2.193.88%46
2012-09-182012-09-21$2.09$2.00-3.16%4
2012-07-062012-07-20$2.07$2.122.03%11
2012-06-282012-07-03$2.09$2.04-3.06%4
2012-06-182012-06-25$2.12$2.217.61%6
2012-02-152012-04-10$2.24$2.160.18%38