Strategy Zoo / S0762

PriceMomentum_V0762

ARCHIVEDhybrid

llmSimplified and diversified entry momentum rules (20d momentum plus either 50slope breakout, 200slope trend filter, or 20d breakout). Added multi-condition exits: fixed 20d stop, max-drawdown escape, and high-volatility exit to limit big losses. Restricted regimes to avoid downtrend/high-volatility/bubble states and added volatility-based position scaling (low/med/high). Reduced base position to lower risk.

Fitness
0.1353
Generation
35
Complexity
20
Created
2026-09-26

Lineage

Parents (1)
PriceMomentum_V0314S0314 · gen 15ARCHIVEDllm

entry = PriceMomentum_V0267 AND LongTermTrend_V0182

Children (0)
None

Strategy Logic (pseudocode)

# PriceMomentum_V0762  [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 > 0.06 and ((close > sma_50 and sma_50_slope > 0.0) or (close > sma_200 and sma_200_slope > 0.0) or breakout_20 > 0.0)):
    position = 0.8
if long and (ret_20d < -0.08 or drawdown > 0.12 or vol_pctile > 0.85):
    position = 0.0  # exit to cash
if regime.volatility == "LOW_VOLATILITY": position *= 0.9
if regime.volatility == "MEDIUM_VOLATILITY": position *= 0.6
if regime.volatility == "HIGH_VOLATILITY": position *= 0.0

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-1.0%1.6%1.5%0.2%
Total Return-7.5%5.0%5.5%2.5%
Sharpe-0.000.190.170.08
Sortino-0.000.140.120.06
Calmar-0.020.060.080.00
Volatility13.9%14.2%15.4%14.4%
Max DD-48.6%-28.3%-19.3%-48.6%
Win Rate39.3%28.6%40.0%38.0%
Avg Win7.1%24.0%9.6%9.7%
Avg Loss-4.7%-6.6%-5.3%-5.1%
Payoff1.523.621.841.88
Expectancy-0.0%2.1%0.7%0.5%
Profit Factor0.991.451.221.15
Trades2871550
Avg Holding Days18.127.915.718.7
Turnover5.22.75.64.8
Exposure15.6%15.4%15.3%15.5%

Growth of $100

PriceMomentum_V0762 vs TSLA Buy & Hold
PriceMomentum_V0762 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
2016-25.3%-2.21-28.5%5
201710.6%1.66-3.8%3
2018-14.4%-1.66-15.3%3
20194.5%0.32-15.9%4
20200.0%0.000.0%0
202129.5%1.42-11.2%3
2022-18.9%-1.34-28.3%4

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 testDOWNTREND272-1.1%-0.960%
hidden testEXPENSIVE8330.7%2.442%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-8.4%-0.831%
hidden testLOW VOLATILITY43215.5%0.9226%
hidden testMEDIUM VOLATILITY250-8.4%-0.4812%
hidden testNORMAL805-0.1%-0.0118%
hidden testSIDEWAYS293-16.4%-0.9826%
hidden testUPTREND37120.4%1.0518%
trainDOWNTREND518-3.9%-0.901%
trainEXPENSIVE3117.6%1.591%
trainEXTREME1000.0%0.000%
trainHIGH VOLATILITY699-2.3%-0.171%
trainLOW VOLATILITY74513.1%0.8333%
trainMEDIUM VOLATILITY568-14.4%-1.2511%
trainNORMAL1,601-1.5%-0.1019%
trainSIDEWAYS592-18.8%-1.2716%
trainUPTREND90214.6%0.8724%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE1380.0%0.000%
validationEXTREME1440.0%0.000%
validationHIGH VOLATILITY258-3.9%-0.660%
validationLOW VOLATILITY18324.8%1.4243%
validationMEDIUM VOLATILITY315-4.9%-0.2912%
validationNORMAL4744.2%0.2325%
validationSIDEWAYS206-16.6%-0.8727%
validationUPTREND42512.7%0.9414%

Trades (full period)

50 trades
EntryExitEntry PxExit PxReturnDays
2026-05-082026-06-10$428.35$381.59-2.92%23
2025-12-152026-01-16$475.31$437.50-3.24%23
2025-08-252025-09-15$346.60$410.0411.57%15
2025-08-122025-08-21$340.84$320.11-3.36%8
2025-06-022025-06-06$342.69$295.14-8.80%5
2025-05-222025-05-28$341.04$356.905.56%4
2025-05-122025-05-13$318.38$334.073.14%2
2024-09-242024-10-18$254.27$220.70-8.82%19
2024-09-162024-09-20$226.78$238.252.77%5
2024-09-062024-09-09$210.73$216.27-4.15%2
2024-06-272024-07-12$197.42$248.2314.93%11
2023-11-172024-01-16$234.30$219.91-4.55%39
2023-09-122023-10-16$267.48$253.92-3.04%25
2023-05-312023-08-03$203.93$259.3219.89%45
2023-02-282023-03-10$205.71$173.44-8.38%9
2022-09-212022-10-04$300.80$249.44-13.86%10
2022-08-022022-09-01$300.59$277.16-5.70%23
2022-03-222022-04-27$331.33$293.84-1.88%26
2022-01-122022-01-13$368.74$343.851.79%2
2021-11-232021-12-03$369.68$338.32-3.05%8
2021-06-142021-11-10$205.90$355.9846.27%106
2021-04-142021-05-11$244.08$205.73-8.71%20
2019-11-222019-12-17$22.20$25.275.31%17
2019-10-172019-10-25$17.46$21.8811.42%7
2019-09-132019-09-27$16.35$16.14-2.95%11
2019-07-222019-07-26$17.05$15.20-8.25%5
2018-12-072018-12-21$23.86$21.32-5.95%11
2018-03-132018-03-15$22.79$21.71-2.73%3
2018-01-232018-02-09$23.52$20.69-6.40%14
2017-12-122017-12-26$22.74$21.15-1.54%10
2017-01-312017-02-03$16.80$16.760.12%4
2016-12-282017-01-25$14.65$16.9611.14%19
2016-10-042016-10-06$14.09$13.40-1.91%3
2016-07-262016-09-02$15.30$13.19-9.40%29
2016-06-082016-06-23$15.70$13.09-11.25%12
2016-03-282016-05-04$15.35$14.840.47%28
2016-03-212016-03-24$15.89$15.18-3.81%4
2015-09-222015-10-09$17.40$14.71-9.89%14
2015-04-282015-08-07$15.37$16.178.25%72
2015-04-142015-04-21$13.83$13.96-1.69%6
2014-11-112014-12-02$16.74$15.43-3.71%15
2014-05-282014-09-30$14.02$16.1813.84%88
2013-03-262013-04-02$2.52$2.9612.09%5
2013-02-152013-02-27$2.47$2.34-6.84%8
2013-02-122013-02-14$2.53$2.55-0.08%3
2012-11-062013-01-24$2.08$2.4710.12%54
2012-09-182012-09-21$2.09$2.00-2.53%4
2012-06-292012-07-24$2.09$1.99-0.22%17
2012-06-192012-06-25$2.14$2.212.89%5
2012-02-152012-04-11$2.24$2.212.42%39