Fitness
0.5263
Generation
0
Complexity
2
Created
2026-09-18
Lineage
Parents (0)
None — seed strategy
Children (3)
Strategy Logic (pseudocode)
# Breakout52w_V0012 [breakout]
if flat and breakout_252 == 1:
position = 1.0
if long and dist_52w_high < -0.15:
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | 13.2% | 61.2% | 6.0% | 19.9% |
| Total Return | 168.3% | 318.6% | 23.8% | 1331.6% |
| Sharpe | 0.62 | 1.46 | 0.42 | 0.81 |
| Sortino | 0.46 | 1.16 | 0.24 | 0.59 |
| Calmar | 0.40 | 1.97 | 0.20 | 0.61 |
| Volatility | 24.9% | 37.4% | 17.5% | 26.5% |
| Max DD | -32.6% | -31.1% | -30.5% | -32.6% |
| Win Rate | 50.0% | 83.3% | 50.0% | 62.5% |
| Avg Win | 46.6% | 39.0% | 49.7% | 45.3% |
| Avg Loss | -9.3% | -15.3% | -17.3% | -11.6% |
| Payoff | 5.01 | 2.55 | 2.88 | 3.89 |
| Expectancy | 18.6% | 29.9% | 16.2% | 23.9% |
| Profit Factor | 5.01 | 10.00 | 2.88 | 6.49 |
| Trades | 8 | 6 | 2 | 16 |
| Avg Holding Days | 50.3 | 28.0 | 40.0 | 41.3 |
| Turnover | 2.1 | 4.0 | 1.1 | 2.2 |
| Exposure | 20.1% | 21.4% | 8.4% | 17.4% |
Growth of $100
Breakout52w_V0012 vs TSLA Buy & Hold
Breakout52w_V0012 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 | -3.3% | 0.01 | -32.0% | 2 |
| 2018 | 0.0% | 0.00 | 0.0% | 0 |
| 2019 | 9.5% | 1.31 | -3.8% | 0 |
| 2020 | 260.4% | 2.54 | -31.1% | 4 |
| 2021 | 11.6% | 0.51 | -19.2% | 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 | -2.3% | -0.18 | 8% |
| hidden test | MEDIUM VOLATILITY | 248 | -2.0% | -0.18 | 2% |
| hidden test | NORMAL | 800 | -5.3% | -0.65 | 4% |
| hidden test | SIDEWAYS | 293 | -5.4% | -0.69 | 4% |
| hidden test | UPTREND | 371 | 22.5% | 0.84 | 18% |
| train | DOWNTREND | 518 | 0.0% | 0.00 | 0% |
| train | EXPENSIVE | 311 | 17.3% | 0.47 | 57% |
| train | EXTREME | 100 | 300.4% | 4.31 | 73% |
| train | HIGH VOLATILITY | 699 | 40.1% | 1.22 | 17% |
| train | LOW VOLATILITY | 745 | 7.1% | 0.44 | 20% |
| train | MEDIUM VOLATILITY | 568 | -4.2% | -0.19 | 24% |
| train | NORMAL | 1,601 | -2.8% | -0.20 | 10% |
| train | SIDEWAYS | 592 | -2.1% | -0.86 | 1% |
| train | UPTREND | 902 | 35.6% | 0.96 | 44% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 78.3% | 1.91 | 52% |
| validation | EXTREME | 144 | 203.1% | 2.97 | 51% |
| validation | HIGH VOLATILITY | 258 | 54.4% | 1.11 | 19% |
| validation | LOW VOLATILITY | 183 | 2.1% | 0.18 | 9% |
| validation | MEDIUM VOLATILITY | 315 | 85.2% | 2.35 | 31% |
| validation | NORMAL | 474 | 2.6% | 0.15 | 3% |
| validation | SIDEWAYS | 206 | 0.0% | 0.00 | 0% |
| validation | UPTREND | 425 | 97.1% | 1.95 | 38% |
Trades (full period)
16 trades
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2025-12-17 | 2026-02-05 | $467.26 | $397.21 | -17.29% | 34 | |
| 2024-10-28 | 2025-01-02 | $262.51 | $379.28 | 49.72% | 46 | |
| 2021-10-22 | 2021-11-10 | $303.23 | $355.98 | 14.26% | 14 | |
| 2020-11-20 | 2021-02-23 | $163.20 | $232.95 | 42.82% | 63 | |
| 2020-08-17 | 2020-09-04 | $122.38 | $139.44 | 23.05% | 15 | |
| 2020-06-09 | 2020-08-12 | $62.71 | $103.65 | 44.39% | 46 | |
| 2020-02-20 | 2020-02-27 | $59.96 | $45.27 | -15.28% | 6 | |
| 2019-12-17 | 2020-02-06 | $25.27 | $49.93 | 92.20% | 35 | |
| 2017-09-19 | 2017-10-26 | $25.01 | $21.74 | -15.54% | 28 | |
| 2017-02-10 | 2017-07-07 | $17.95 | $20.88 | 14.49% | 102 | |
| 2014-08-12 | 2014-10-01 | $17.33 | $16.02 | -6.60% | 36 | |
| 2014-02-11 | 2014-03-27 | $13.11 | $13.82 | 8.13% | 32 | |
| 2013-07-30 | 2013-10-29 | $8.78 | $10.96 | 20.73% | 65 | |
| 2013-07-02 | 2013-07-17 | $7.85 | $8.02 | -7.12% | 11 | |
| 2013-01-29 | 2013-06-04 | $2.53 | $6.32 | 142.98% | 88 | |
| 2012-02-21 | 2012-04-17 | $2.30 | $2.15 | -7.96% | 40 |