Fitness
0.5206
Generation
4
Complexity
4
Created
2026-09-18
Lineage
Parents (1)
seed strategy
Children (2)
Strategy Logic (pseudocode)
# Breakout20_V0099 [breakout]
if flat and (breakout_20 == 1 and breakout_252 == 1):
position = 1.0
if long and close < sma_20:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 10.8% | 70.5% | 9.6% | 20.9% |
| Total Return | 127.4% | 396.1% | 40.2% | 1527.7% |
| Sharpe | 0.58 | 1.56 | 0.64 | 0.88 |
| Sortino | 0.37 | 1.03 | 0.32 | 0.51 |
| Calmar | 0.44 | 2.01 | 0.45 | 0.60 |
| Volatility | 21.4% | 39.1% | 16.4% | 25.1% |
| Max DD | -24.7% | -35.1% | -21.3% | -35.1% |
| Win Rate | 28.6% | 80.0% | 50.0% | 42.9% |
| Avg Win | 42.1% | 51.2% | 49.7% | 49.6% |
| Avg Loss | -5.0% | -0.2% | -6.4% | -4.7% |
| Payoff | 8.35 | 10.00 | 7.81 | 10.00 |
| Expectancy | 8.4% | 41.0% | 21.7% | 18.5% |
| Profit Factor | 3.34 | 10.00 | 7.81 | 7.84 |
| Trades | 14 | 5 | 2 | 21 |
| Avg Holding Days | 19.1 | 31.8 | 27.5 | 23.5 |
| Turnover | 3.6 | 3.3 | 1.1 | 2.9 |
| Exposure | 13.1% | 20.4% | 5.7% | 12.8% |
Growth of $100
Breakout20_V0099 vs TSLA Buy & Hold
Breakout20_V0099 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
| Year | CAGR | Sharpe | Max DD | Trades |
|---|---|---|---|---|
| 2016 | 0.0% | 0.00 | 0.0% | 0 |
| 2017 | -13.6% | -0.73 | -17.1% | 5 |
| 2018 | 0.0% | 0.00 | 0.0% | 0 |
| 2019 | 9.5% | 1.31 | -3.8% | 0 |
| 2020 | 280.7% | 2.49 | -35.1% | 3 |
| 2021 | 25.2% | 0.95 | -16.8% | 2 |
| 2022 | 0.0% | 0.00 | 0.0% | 0 |
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
| Period | Regime | Days | Ann. Return | Sharpe | Exposure |
|---|---|---|---|---|---|
| hidden test | DOWNTREND | 267 | 0.0% | 0.00 | 0% |
| hidden test | EXPENSIVE | 83 | 39.7% | 1.16 | 19% |
| hidden test | EXTREME | 48 | 161.4% | 3.08 | 56% |
| hidden test | HIGH VOLATILITY | 254 | 32.5% | 1.19 | 15% |
| hidden test | LOW VOLATILITY | 429 | 4.6% | 0.54 | 3% |
| hidden test | MEDIUM VOLATILITY | 248 | -2.0% | -0.18 | 2% |
| hidden test | NORMAL | 800 | -1.6% | -0.35 | 1% |
| hidden test | SIDEWAYS | 293 | 0.0% | 0.00 | 0% |
| hidden test | UPTREND | 371 | 26.2% | 1.01 | 14% |
| train | DOWNTREND | 518 | 0.0% | 0.00 | 0% |
| train | EXPENSIVE | 311 | 13.9% | 0.44 | 40% |
| train | EXTREME | 100 | 300.0% | 4.23 | 78% |
| train | HIGH VOLATILITY | 699 | 31.7% | 1.04 | 14% |
| train | LOW VOLATILITY | 745 | 2.6% | 0.20 | 16% |
| train | MEDIUM VOLATILITY | 568 | 1.9% | 0.12 | 8% |
| train | NORMAL | 1,601 | -5.7% | -0.76 | 4% |
| train | SIDEWAYS | 592 | -0.6% | -0.65 | 0% |
| train | UPTREND | 902 | 28.3% | 0.88 | 29% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 47.6% | 0.99 | 43% |
| validation | EXTREME | 144 | 245.7% | 3.53 | 55% |
| validation | HIGH VOLATILITY | 258 | 56.2% | 1.03 | 22% |
| validation | LOW VOLATILITY | 183 | 15.6% | 1.71 | 4% |
| validation | MEDIUM VOLATILITY | 315 | 91.5% | 2.65 | 28% |
| validation | NORMAL | 474 | 8.9% | 0.55 | 3% |
| validation | SIDEWAYS | 206 | 0.0% | 0.00 | 0% |
| validation | UPTREND | 425 | 108.6% | 2.09 | 36% |
Trades (full period)
21 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2025-12-17 | 2025-12-30 | $467.26 | $454.43 | -6.37% | 9 | |
| 2024-10-28 | 2025-01-02 | $262.51 | $379.28 | 49.72% | 46 | |
| 2021-10-22 | 2021-11-15 | $303.23 | $337.80 | 15.37% | 17 | |
| 2020-11-20 | 2021-02-01 | $163.20 | $279.94 | 58.62% | 48 | |
| 2020-08-17 | 2020-09-09 | $122.38 | $122.09 | -0.17% | 17 | |
| 2020-06-09 | 2020-08-03 | $62.71 | $99.00 | 50.32% | 39 | |
| 2019-12-17 | 2020-02-27 | $25.27 | $45.27 | 103.73% | 49 | |
| 2017-09-19 | 2017-09-25 | $25.01 | $23.00 | -8.99% | 5 | |
| 2017-05-31 | 2017-06-28 | $22.73 | $24.75 | 7.92% | 21 | |
| 2017-05-11 | 2017-05-18 | $21.54 | $20.87 | -6.06% | 6 | |
| 2017-04-04 | 2017-05-05 | $20.25 | $20.56 | -1.22% | 23 | |
| 2017-02-10 | 2017-02-24 | $17.95 | $17.13 | -5.10% | 10 | |
| 2014-08-12 | 2014-09-16 | $17.33 | $17.38 | -2.30% | 25 | |
| 2014-02-11 | 2014-03-17 | $13.11 | $15.60 | 17.27% | 24 | |
| 2013-07-30 | 2013-10-04 | $8.78 | $12.07 | 28.48% | 48 | |
| 2013-07-02 | 2013-07-17 | $7.85 | $8.02 | -7.12% | 11 | |
| 2013-04-02 | 2013-06-12 | $2.96 | $6.52 | 114.62% | 51 | |
| 2013-01-29 | 2013-02-19 | $2.53 | $2.62 | -2.80% | 15 | |
| 2012-03-27 | 2012-04-05 | $2.53 | $2.30 | -6.60% | 8 | |
| 2012-03-13 | 2012-03-23 | $2.41 | $2.27 | -4.66% | 9 | |
| 2012-02-21 | 2012-03-07 | $2.30 | $2.21 | -5.51% | 12 |