Strategy Zoo / S0552

Breakout20_V0552

ARCHIVEDbreakout

llmAdd trend and bubble gates; require volume confirmation (volume_breakout or rel_volume>1.2) and MACD histogram>0 for entry; tighten dist_sma_20 and vol_chg thresholds; replace single sma exit with multi-exit (sma20 cross OR negative macd_hist OR price < sma20 by -10% OR RSI>75); reduce base position and add volatility-scaled position rules (safer sizing in medium/high vol). Aimed to improve regime filtering, entry quality, and drawdown control.

Fitness
0.2761
Generation
25
Complexity
16
Created
2026-09-22

Lineage

Parents (1)
Breakout20_V0374S0374 · gen 17ARCHIVEDllm

changed dist_sma_20 threshold -0.0187 -> -0.121; reduce exposure to 41% during HIGH_VOLATILITY

Children (0)
None

Strategy Logic (pseudocode)

# Breakout20_V0552  [breakout]
if flat and (breakout_20 == 1 and (volume_breakout == 1 or rel_volume > 1.2) and dist_sma_20 > -0.08 and macd_hist > 0.0 and vol_chg < 1.1):
    position = 0.8
if long and (close < sma_20 or macd_hist < 0.0 or dist_sma_20 < -0.1 or rsi_14 > 75.0):
    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 *= 0.35

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR3.7%8.4%9.7%6.1%
Total Return33.9%27.4%40.7%140.0%
Sharpe0.380.720.800.56
Sortino0.200.560.510.34
Calmar0.160.581.080.27
Volatility11.4%12.3%12.6%11.9%
Max DD-22.9%-14.4%-9.0%-22.9%
Win Rate50.0%48.1%65.0%52.8%
Avg Win4.3%3.6%4.4%4.1%
Avg Loss-2.7%-1.5%-2.8%-2.3%
Payoff1.592.441.541.78
Expectancy0.8%1.0%1.8%1.1%
Profit Factor1.592.262.851.99
Trades42272089
Avg Holding Days7.06.17.06.7
Turnover7.69.77.48.0
Exposure8.2%10.6%8.4%8.7%

Growth of $100

Breakout20_V0552 vs TSLA Buy & Hold
Breakout20_V0552 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
20161.6%0.29-6.1%2
20173.1%0.37-10.6%12
2018-3.6%-0.80-5.4%3
20195.7%0.38-18.6%5
202034.2%2.19-3.5%16
2021-10.6%-0.92-10.6%8
20226.1%0.58-8.5%3

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 testDOWNTREND2686.3%0.588%
hidden testEXPENSIVE8348.4%3.117%
hidden testEXTREME489.1%1.323%
hidden testHIGH VOLATILITY2544.7%0.692%
hidden testLOW VOLATILITY42924.0%1.7411%
hidden testMEDIUM VOLATILITY249-8.7%-0.5911%
hidden testNORMAL8016.1%0.499%
hidden testSIDEWAYS293-2.5%-0.2210%
hidden testUPTREND37122.6%1.587%
trainDOWNTREND5187.5%1.364%
trainEXPENSIVE31120.7%1.6210%
trainEXTREME10038.8%2.4216%
trainHIGH VOLATILITY6998.1%0.612%
trainLOW VOLATILITY74510.7%1.0416%
trainMEDIUM VOLATILITY568-8.8%-0.856%
trainNORMAL1,601-1.0%-0.107%
trainSIDEWAYS592-12.2%-1.018%
trainUPTREND90213.3%0.9911%
validationDOWNTREND12510.5%1.383%
validationEXPENSIVE13827.9%1.938%
validationEXTREME14423.2%1.668%
validationHIGH VOLATILITY2582.2%0.283%
validationLOW VOLATILITY1832.6%0.2320%
validationMEDIUM VOLATILITY31517.9%1.1611%
validationNORMAL474-1.1%-0.1012%
validationSIDEWAYS2069.5%0.7214%
validationUPTREND4258.0%0.6111%

Trades (full period)

89 trades
EntryExitEntry PxExit PxReturnDays
2026-08-242026-09-16$348.95$358.08-1.58%17
2026-04-202026-05-21$392.50$417.854.85%24
2025-12-152025-12-30$475.31$454.430.02%11
2025-09-122025-09-16$395.94$421.628.73%3
2025-05-142025-06-03$347.68$344.270.81%14
2024-12-172024-12-18$479.86$440.132.75%2
2024-12-122024-12-13$418.10$436.23-0.99%2
2024-11-082024-11-11$321.22$350.002.24%2
2024-09-202024-10-04$238.25$250.08-0.13%11
2024-09-062024-09-09$210.73$216.27-4.84%2
2024-07-092024-07-10$262.33$263.261.97%2
2024-07-052024-07-08$251.52$252.941.05%2
2024-06-272024-07-03$197.42$246.3913.91%5
2023-12-152024-01-02$253.50$248.42-0.94%11
2023-09-122023-09-22$267.48$244.88-3.79%9
2023-06-122023-06-13$249.83$258.711.62%2
2023-06-082023-06-09$234.86$244.403.50%2
2023-05-302023-06-05$201.16$217.618.38%5
2023-04-032023-04-06$194.77$185.06-7.58%4
2023-01-272023-02-09$177.90$207.326.76%10
2022-07-222022-08-12$272.24$300.033.14%16
2022-03-212022-04-11$307.05$325.317.38%16
2022-01-042022-01-10$383.20$352.71-4.25%5
2021-11-022021-11-03$390.67$404.62-1.81%2
2021-10-192021-10-20$288.09$288.60-0.70%2
2021-09-282021-10-07$259.19$264.54-1.03%8
2021-09-012021-09-21$244.70$246.46-0.74%14
2021-08-022021-08-17$236.56$221.90-0.24%12
2021-06-242021-07-12$226.61$228.57-0.08%12
2021-04-142021-04-28$244.08$231.47-4.32%11
2021-01-112021-01-25$270.40$293.60-2.13%10
2020-12-082020-12-09$216.63$201.490.60%2
2020-11-272020-11-30$195.25$189.201.03%2
2020-11-182020-11-25$162.21$191.3313.83%6
2020-09-012020-09-02$158.35$149.12-1.36%2
2020-08-282020-08-31$147.56$166.11-0.37%2
2020-08-242020-08-25$134.28$134.89-0.54%2
2020-08-192020-08-21$125.24$136.671.65%3
2020-07-132020-07-14$99.80$101.12-0.92%2
2020-07-062020-07-07$91.44$92.663.72%2
2020-06-092020-06-11$62.71$64.866.17%3
2020-04-152020-05-14$48.66$53.563.53%22
2020-01-312020-02-03$43.37$52.000.37%2
2020-01-232020-01-24$38.15$37.650.15%2
2020-01-152020-01-16$34.57$34.23-2.13%2
2020-01-082020-01-09$32.81$32.093.77%2
2020-01-062020-01-07$30.10$31.271.38%2
2019-12-242019-12-26$28.35$28.730.99%2
2019-12-172019-12-19$25.27$26.942.28%3
2019-10-152019-10-25$17.19$21.8813.30%9
2019-09-122019-09-25$16.39$15.25-7.80%10
2019-07-052019-07-26$15.54$15.20-2.02%16
2018-06-192018-06-26$23.50$22.80-2.96%6
2018-06-152018-06-18$23.88$24.72-0.02%2
2018-01-182018-02-05$22.97$22.21-0.62%13
2017-12-122017-12-27$22.74$20.78-3.56%11
2017-09-152017-09-25$25.32$23.00-5.11%7
2017-08-042017-08-21$23.79$22.52-0.25%12
2017-06-142017-06-27$25.38$24.160.22%10
2017-05-312017-06-09$22.73$23.825.86%8
2017-05-022017-05-04$21.26$19.70-2.80%3
2017-04-052017-04-11$19.67$20.580.76%5
2017-03-282017-04-04$18.50$20.256.31%6
2017-02-142017-02-15$18.73$18.65-0.05%2
2017-01-242017-01-25$16.97$16.961.67%2
2017-01-172017-01-19$15.71$16.250.05%3
2017-01-052017-01-09$15.12$15.420.55%3
2016-12-142016-12-28$13.25$14.657.89%10
2016-06-092016-06-13$15.29$14.52-5.85%3
2015-12-312016-01-05$16.00$14.90-5.08%3
2015-07-212015-07-22$17.78$17.86-3.18%2
2015-06-242015-07-09$17.68$17.19-3.92%11
2015-05-062015-05-13$15.36$16.213.87%6
2015-04-072015-04-28$13.55$15.3710.94%16
2014-08-072014-08-25$16.83$17.502.37%13
2014-06-242014-07-07$15.50$14.84-2.83%9
2014-02-272014-02-28$16.84$16.32-0.11%2
2014-02-112014-02-26$13.11$16.8713.67%11
2013-08-262013-09-10$10.95$11.09-2.30%11
2013-07-022013-07-15$7.85$8.487.37%9
2013-05-282013-05-29$7.36$6.983.76%2
2013-05-172013-05-20$6.10$6.00-0.28%2
2013-05-072013-05-10$3.70$5.122.85%4
2013-02-072013-02-14$2.63$2.55-1.62%6
2013-01-242013-01-29$2.47$2.534.33%4
2012-11-292012-12-14$2.25$2.250.79%12
2012-07-172012-07-19$2.22$2.15-6.11%3
2012-06-192012-07-03$2.14$2.04-0.76%11
2012-02-152012-02-29$2.24$2.231.39%10