Strategy Zoo / S0830

Breakout20_V0830

ARCHIVEDhybrid

llmTightened entry to require MACD momentum and closer proximity to sma20; tightened vol_chg filter. Added regime gates to only trade in UPTREND and non-high volatility, normal bubble. Replaced single weak exit with a composite exit: larger 20d stop (-2%), momentum flip (macd_hist < 0), or significant drop below sma20. Lowered base position and added scaled sizing by volatility (bigger in low vol, smaller in high vol) to reduce drawdown and improve robustness.

Fitness
0.0952
Generation
38
Complexity
15
Created
2026-09-29

Lineage

Parents (1)
Breakout20_V0692S0692 · gen 32ARCHIVEDllm

entry from Breakout20_V0374, exit from LongTermTrend_V0519

Children (0)
None

Strategy Logic (pseudocode)

# Breakout20_V0830  [hybrid]
require regime.trend in ['UPTREND']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL']
if flat and (breakout_20 == 1 and dist_sma_20 > -0.05 and macd_hist > 0.0 and vol_chg < 1.1):
    position = 0.8
if long and (ret_20d < -0.02 or macd_hist < 0.0 or dist_sma_20 < -0.2):
    position = 0.0  # exit to cash
if regime.volatility == "LOW_VOLATILITY": position *= 1.0
if regime.volatility == "MEDIUM_VOLATILITY": position *= 0.7
if regime.volatility == "HIGH_VOLATILITY": position *= 0.4

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-0.8%-0.9%2.8%0.1%
Total Return-6.5%-2.7%10.9%0.9%
Sharpe-0.13-0.040.350.05
Sortino-0.04-0.020.120.02
Calmar-0.07-0.040.170.00
Volatility5.3%10.1%9.0%7.5%
Max DD-11.9%-23.8%-17.1%-23.8%
Win Rate33.3%11.1%55.6%33.3%
Avg Win3.9%21.6%4.6%5.8%
Avg Loss-2.5%-2.7%-2.9%-2.7%
Payoff1.557.921.602.19
Expectancy-0.4%-0.0%1.3%0.2%
Profit Factor0.770.991.991.10
Trades159933
Avg Holding Days7.07.86.27.0
Turnover2.84.33.13.2
Exposure3.5%5.9%3.6%4.0%

Growth of $100

Breakout20_V0830 vs TSLA Buy & Hold
Breakout20_V0830 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
2016-1.5%-0.42-3.1%1
201711.0%2.28-0.7%2
2018-4.6%-1.09-4.6%2
20190.0%0.000.0%0
20200.0%0.000.0%0
202115.4%0.96-9.6%5
2022-15.7%-2.52-15.7%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 testDOWNTREND2730.0%0.000%
hidden testEXPENSIVE8317.4%1.721%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-9.7%-1.091%
hidden testLOW VOLATILITY43311.2%1.016%
hidden testMEDIUM VOLATILITY2502.4%0.772%
hidden testNORMAL8061.9%0.214%
hidden testSIDEWAYS293-4.2%-1.060%
hidden testUPTREND37111.4%0.829%
trainDOWNTREND5180.0%0.000%
trainEXPENSIVE3112.5%1.210%
trainEXTREME1000.0%0.000%
trainHIGH VOLATILITY6990.0%0.000%
trainLOW VOLATILITY7451.9%0.249%
trainMEDIUM VOLATILITY568-4.9%-1.091%
trainNORMAL1,601-1.4%-0.234%
trainSIDEWAYS592-3.2%-1.070%
trainUPTREND9020.5%0.078%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE1380.0%0.000%
validationEXTREME1440.0%0.000%
validationHIGH VOLATILITY258-6.6%-1.000%
validationLOW VOLATILITY183-1.4%-0.1318%
validationMEDIUM VOLATILITY3155.3%0.443%
validationNORMAL474-0.6%-0.059%
validationSIDEWAYS206-8.8%-1.611%
validationUPTREND4253.6%0.2710%

Trades (full period)

33 trades
EntryExitEntry PxExit PxReturnDays
2026-07-022026-07-06$393.45$419.77-4.30%2
2025-12-082025-12-30$439.58$454.430.73%16
2025-09-122025-09-15$395.94$410.045.72%2
2024-09-242024-09-27$254.27$260.460.84%4
2024-09-162024-09-20$226.78$238.253.22%5
2024-09-062024-09-09$210.73$216.27-4.84%2
2024-07-052024-07-12$251.52$248.23-1.22%6
2023-07-062023-07-07$276.54$274.43-1.29%2
2023-06-022023-06-27$213.97$250.2112.72%17
2022-09-202022-09-23$308.73$275.33-5.47%4
2022-08-162022-08-19$306.56$296.67-1.28%4
2022-08-052022-08-08$288.17$290.42-3.82%2
2022-04-052022-04-11$363.75$325.31-6.05%5
2021-10-132021-11-10$270.36$355.9821.57%21
2021-10-082021-10-11$261.83$263.98-0.98%2
2021-09-282021-10-07$259.19$264.54-1.03%8
2021-08-312021-09-21$245.24$246.46-0.21%15
2021-08-052021-08-17$238.21$221.90-2.92%9
2018-12-112018-12-18$24.45$22.47-2.06%6
2018-02-012018-02-05$23.28$22.21-2.54%3
2017-03-272017-03-28$18.01$18.501.39%2
2017-01-052017-01-25$15.12$16.969.47%14
2016-07-262016-08-09$15.30$15.27-1.49%11
2015-07-212015-07-22$17.78$17.86-3.18%2
2015-06-222015-07-09$17.32$17.19-2.40%13
2015-05-122015-05-22$16.32$16.521.89%9
2015-04-302015-05-01$15.07$15.07-2.36%2
2014-08-052014-08-25$15.90$17.505.95%15
2014-06-242014-07-07$15.50$14.84-2.83%9
2012-11-292012-12-14$2.25$2.250.79%12
2012-04-042012-04-05$2.33$2.30-4.54%2
2012-03-142012-03-16$2.35$2.35-2.58%3
2012-02-212012-02-22$2.30$2.28-1.23%2