Strategy Zoo / S1291

PriceMomentum_V1291

ARCHIVEDhybrid

llmAdded volatility filter (vol_pctile < 0.8) and tightened base exposure (base_position 0.6) to reduce drawdown/overfitting; simplified and consolidated entry into two robust momentum paths (breakout+50SMA and strong momentum with positive sma_50_slope) with a sanity check on medium-term cumulative returns; improved exits by adding 20d loss threshold, SMA50 breakdown, and absolute drawdown stop; restricted regime gates to UPTREND and non-high volatility and normal bubble to avoid adverse regimes.

Fitness
0.1106
Generation
59
Complexity
20
Created
2026-10-08

Lineage

Parents (1)
PriceMomentum_V0891S0891 · gen 41ARCHIVEDllm

entry = PriceMomentum_V0865 OR PriceMomentum_V0690

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V1291  [hybrid]
require regime.trend in ['UPTREND']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL']
if flat and (vol_pctile < 0.8 and ((ret_20d > 0.02 and breakout_20 == 1 and close > sma_50) or (ret_20d > 0.08 and sma_50_slope > 0.0 and (close > sma_200 or cumret_252d > -0.25)))):
    position = 0.6
if long and (ret_20d < -0.02 or close < sma_50 or drawdown < -0.08):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-1.3%0.5%2.4%-0.0%
Total Return-10.3%1.4%9.3%-0.6%
Sharpe-0.140.090.340.03
Sortino-0.070.040.170.02
Calmar-0.070.020.28-0.00
Volatility7.6%9.1%7.7%7.9%
Max DD-19.0%-20.0%-8.6%-20.0%
Win Rate47.6%52.0%51.4%49.6%
Avg Win1.2%1.9%2.1%1.6%
Avg Loss-1.4%-1.8%-1.6%-1.6%
Payoff0.881.041.271.05
Expectancy-0.1%0.1%0.3%0.0%
Profit Factor0.801.121.341.03
Trades632537125
Avg Holding Days3.42.72.33.0
Turnover9.510.011.910.2
Exposure4.6%3.3%3.1%3.9%

Growth of $100

PriceMomentum_V1291 vs TSLA Buy & Hold
PriceMomentum_V1291 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
20160.1%0.05-2.2%13
20176.4%2.03-0.2%10
2018-4.7%-1.01-4.6%3
2019-0.4%-0.05-4.1%2
20200.0%0.000.0%0
202110.6%0.79-12.6%14
2022-8.4%-1.15-10.4%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 testDOWNTREND2780.0%0.000%
hidden testEXPENSIVE8325.3%2.441%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-5.3%-1.030%
hidden testLOW VOLATILITY4401.4%0.194%
hidden testMEDIUM VOLATILITY25012.9%1.284%
hidden testNORMAL8130.5%0.073%
hidden testSIDEWAYS295-1.0%-0.761%
hidden testUPTREND3717.5%0.617%
trainDOWNTREND5180.0%0.000%
trainEXPENSIVE3116.4%1.581%
trainEXTREME1000.0%0.000%
trainHIGH VOLATILITY6993.4%0.600%
trainLOW VOLATILITY7450.1%0.0110%
trainMEDIUM VOLATILITY568-8.1%-1.153%
trainNORMAL1,601-2.6%-0.316%
trainSIDEWAYS592-2.2%-0.920%
trainUPTREND902-1.0%-0.0910%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE1380.0%0.000%
validationEXTREME1440.0%0.000%
validationHIGH VOLATILITY258-4.9%-0.660%
validationLOW VOLATILITY1836.6%1.117%
validationMEDIUM VOLATILITY3152.3%0.194%
validationNORMAL4741.4%0.125%
validationSIDEWAYS206-5.1%-1.140%
validationUPTREND4254.0%0.346%

Trades (full period)

latest 100 of 125
EntryExitEntry PxExit PxReturnDays
2026-05-292026-06-01$435.79$415.88-0.98%2
2025-12-152026-01-02$475.31$438.07-1.24%13
2025-12-082025-12-09$439.58$445.17-2.15%2
2025-09-122025-09-15$395.94$410.044.29%2
2025-09-042025-09-05$338.53$350.840.68%2
2025-06-042025-06-05$332.05$284.70-2.25%2
2025-06-022025-06-03$342.69$344.27-0.77%2
2025-05-272025-05-28$362.89$356.904.04%2
2025-05-222025-05-23$341.04$339.341.03%2
2024-10-092024-10-10$241.05$238.77-0.97%2
2024-10-072024-10-08$240.83$244.50-2.34%2
2024-10-032024-10-04$240.66$250.08-2.13%2
2024-09-262024-09-27$254.22$260.46-0.77%2
2024-09-242024-09-25$254.27$257.020.90%2
2024-09-162024-09-17$226.78$227.87-1.03%2
2024-09-052024-09-06$230.17$210.732.82%2
2024-07-112024-07-12$241.03$248.23-5.18%2
2024-07-092024-07-10$262.33$263.262.11%2
2024-07-052024-07-08$251.52$252.941.13%2
2024-07-022024-07-03$231.26$246.395.99%2
2023-07-262023-07-27$264.35$255.71-0.33%2
2023-07-192023-07-20$291.26$262.90-0.55%2
2023-07-172023-07-18$290.38$293.341.80%2
2023-07-122023-07-13$271.99$277.900.37%2
2023-07-102023-07-11$269.61$269.79-1.17%2
2023-07-062023-07-07$276.54$274.43-1.38%2
2023-07-032023-07-05$279.82$282.484.01%2
2023-06-292023-06-30$257.50$261.770.17%2
2023-06-272023-06-28$250.21$256.242.16%2
2023-06-232023-06-26$256.60$241.05-1.94%2
2023-06-212023-06-22$259.46$264.61-3.40%2
2023-06-162023-06-20$260.54$274.450.97%2
2023-06-142023-06-15$256.79$255.90-0.56%2
2023-06-122023-06-13$249.83$258.711.21%2
2023-06-082023-06-09$234.86$244.402.63%2
2023-06-062023-06-07$221.31$224.570.90%2
2023-06-022023-06-05$213.97$217.611.74%2
2022-09-202022-09-21$308.73$300.80-0.19%2
2022-08-182022-08-19$302.87$296.67-0.34%2
2022-08-162022-08-17$306.56$304.00-0.65%2
2022-08-052022-08-08$288.17$290.42-4.10%2
2022-04-202022-04-21$325.73$336.26-3.09%2
2022-04-182022-04-19$334.76$342.721.05%2
2022-04-132022-04-14$340.79$328.332.03%2
2022-04-112022-04-12$325.31$328.98-3.02%2
2022-04-072022-04-08$352.42$341.830.54%2
2022-04-052022-04-06$363.75$348.59-2.96%2
2022-01-122022-01-13$368.74$343.852.24%2
2021-11-232021-11-24$369.68$372.00-2.60%2
2021-10-152021-11-10$281.01$355.9814.89%19
2021-10-132021-10-14$270.36$272.770.28%2
2021-10-082021-10-11$261.83$263.98-0.73%2
2021-09-272021-09-28$263.79$259.191.19%2
2021-09-172021-09-20$253.16$243.390.08%2
2021-09-152021-09-16$251.94$252.330.79%2
2021-09-102021-09-13$245.42$247.67-1.60%2
2021-09-082021-09-09$251.29$251.62-0.04%2
2021-08-312021-09-01$245.24$244.700.27%2
2021-08-252021-08-26$237.07$233.720.11%2
2021-08-162021-08-17$228.72$221.90-2.71%2
2021-08-122021-08-13$240.75$239.061.10%2
2021-08-052021-08-06$238.21$233.030.19%2
2019-12-132019-12-17$23.89$25.273.52%3
2019-11-222019-11-25$22.20$22.42-3.80%2
2018-12-042018-12-18$23.98$22.47-1.76%10
2018-02-052018-02-06$22.21$22.26-1.97%2
2018-02-012018-02-02$23.28$22.92-0.98%2
2017-03-272017-03-28$18.01$18.501.49%2
2017-02-022017-02-03$16.77$16.760.44%2
2017-01-312017-02-01$16.80$16.620.19%2
2017-01-242017-01-25$16.97$16.961.25%2
2017-01-202017-01-23$16.32$16.590.12%2
2017-01-182017-01-19$15.89$16.250.59%2
2017-01-132017-01-17$15.85$15.712.01%2
2017-01-112017-01-12$15.32$15.31-0.16%2
2017-01-092017-01-10$15.42$15.320.47%2
2017-01-052017-01-06$15.12$15.27-0.18%2
2016-08-012016-08-02$15.33$15.15-1.34%2
2016-07-282016-07-29$15.37$15.650.44%2
2016-07-262016-07-27$15.30$15.23-0.25%2
2016-06-082016-06-09$15.70$15.290.70%2
2016-04-282016-04-29$16.51$16.05-1.02%2
2016-04-262016-04-27$16.92$16.760.34%2
2016-04-222016-04-25$16.92$16.791.20%2
2016-04-192016-04-20$16.49$16.66-1.66%2
2016-04-152016-04-18$16.97$16.930.51%2
2016-04-132016-04-14$16.97$16.791.50%2
2016-04-112016-04-12$16.66$16.52-0.16%2
2016-04-072016-04-08$17.15$16.67-1.98%2
2016-04-052016-04-06$17.03$17.691.94%2
2015-07-212015-07-28$17.78$17.65-6.41%6
2015-07-012015-07-09$17.94$17.19-3.05%6
2015-06-242015-06-30$17.68$17.88-1.38%5
2015-06-222015-06-23$17.32$17.84-0.74%2
2015-06-182015-06-19$17.46$17.500.22%2
2015-06-092015-06-10$17.07$16.71-0.19%2
2015-06-022015-06-03$16.56$16.60-0.38%2
2015-05-292015-06-01$16.72$16.63-0.28%2
2015-05-262015-05-27$16.50$16.50-0.19%2
2015-05-212015-05-22$16.37$16.520.19%2