Strategy Zoo / S0592
LongTermTrend_V0592
ARCHIVEDhybridllm['Added a volatility filter (vol_pctile < 0.85) to the entry to reduce trades in extreme-volatility periods—improves robustness/generalization.', 'Replaced single exit with a combined exit (macd_hist < 0 OR 1-day crash ret_1d < -5% OR large drawdown < -25%) to add practical stop-loss protection.', 'Added regime gates: allow only UPTREND or SIDEWAYS, restrict to low/medium volatility and NORMAL bubble to reduce overfitting in hostile regimes.', 'Introduced position scaling rules: reduce position size when volatility is high (vol_pctile > 0.85) or price is very close to 52-week high (dist_52w_high > 0.95) to limit downside risk.']
Fitness
0.0900
Generation
27
Complexity
32
Created
2026-09-23
Lineage
Parents (1)
changed rel_volume threshold 1.5045 -> 2.0784
Children (0)
None
Strategy Logic (pseudocode)
# LongTermTrend_V0592 [hybrid]
require regime.trend in ['UPTREND', 'SIDEWAYS']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL']
if flat and (((((close > sma_200 and sma_200_slope > -0.0024) or ret_20d > 0.085) and ret_20d > 0.05 and cumret_252d > -0.1997 and dist_sma_50 > -0.0774) or ((macd_hist > 0.0 and close > sma_50) or ((breakout_50 == 1 and rel_volume > 2.0784) or ((macd_hist > 0.0 and close > sma_50) and sma_50 > sma_200)))) and vol_pctile < 0.85):
position = 1.0
if long and (macd_hist < 0.0 or ret_1d < -0.05 or drawdown < -0.25):
position = 0.0 # exit to cashBacktest Metrics
| Metric | Train | Validation | Hidden Test | Full |
|---|---|---|---|---|
| CAGR | -2.7% | 1.4% | -8.4% | -3.4% |
| Total Return | -19.6% | 4.2% | -27.7% | -39.4% |
| Sharpe | -0.08 | 0.17 | -0.37 | -0.10 |
| Sortino | -0.05 | 0.11 | -0.24 | -0.06 |
| Calmar | -0.06 | 0.05 | -0.26 | -0.06 |
| Volatility | 16.5% | 20.5% | 18.9% | 18.0% |
| Max DD | -46.7% | -25.7% | -32.8% | -59.9% |
| Win Rate | 44.1% | 51.3% | 46.5% | 46.3% |
| Avg Win | 3.3% | 3.1% | 2.4% | 2.9% |
| Avg Loss | -2.9% | -2.7% | -2.6% | -2.7% |
| Payoff | 1.16 | 1.12 | 0.93 | 1.06 |
| Expectancy | -0.1% | 0.2% | -0.3% | -0.1% |
| Profit Factor | 0.92 | 1.18 | 0.81 | 0.91 |
| Trades | 93 | 39 | 99 | 231 |
| Avg Holding Days | 4.6 | 4.3 | 2.3 | 3.5 |
| Turnover | 23.3 | 26.0 | 53.5 | 31.5 |
| Exposure | 16.6% | 16.9% | 13.6% | 15.9% |
Growth of $100
LongTermTrend_V0592 vs TSLA Buy & Hold
LongTermTrend_V0592 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 | -11.7% | -0.82 | -18.2% | 11 |
| 2017 | 14.8% | 1.26 | -5.4% | 6 |
| 2018 | -9.3% | -0.91 | -14.1% | 5 |
| 2019 | -4.2% | -0.26 | -10.0% | 16 |
| 2020 | 0.0% | 0.00 | 0.0% | 0 |
| 2021 | 1.8% | 0.20 | -25.7% | 21 |
| 2022 | -9.8% | -0.52 | -25.6% | 17 |
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 | 269 | -2.2% | -1.06 | 0% |
| hidden test | EXPENSIVE | 83 | 42.2% | 2.44 | 2% |
| hidden test | EXTREME | 48 | 0.0% | 0.00 | 0% |
| hidden test | HIGH VOLATILITY | 254 | -18.4% | -1.18 | 2% |
| hidden test | LOW VOLATILITY | 429 | 2.1% | 0.12 | 21% |
| hidden test | MEDIUM VOLATILITY | 250 | -10.9% | -0.48 | 13% |
| hidden test | NORMAL | 802 | -12.5% | -0.64 | 16% |
| hidden test | SIDEWAYS | 293 | -27.5% | -1.32 | 23% |
| hidden test | UPTREND | 371 | 5.8% | 0.25 | 16% |
| train | DOWNTREND | 518 | -8.1% | -1.21 | 1% |
| train | EXPENSIVE | 311 | 12.9% | 1.83 | 2% |
| train | EXTREME | 100 | 0.0% | 0.00 | 0% |
| train | HIGH VOLATILITY | 699 | 3.1% | 0.26 | 1% |
| train | LOW VOLATILITY | 745 | 10.7% | 0.60 | 31% |
| train | MEDIUM VOLATILITY | 568 | -22.7% | -1.17 | 17% |
| train | NORMAL | 1,601 | -4.2% | -0.23 | 20% |
| train | SIDEWAYS | 592 | 0.9% | 0.05 | 22% |
| train | UPTREND | 902 | 1.0% | 0.05 | 22% |
| validation | DOWNTREND | 125 | 0.0% | 0.00 | 0% |
| validation | EXPENSIVE | 138 | 0.0% | 0.00 | 0% |
| validation | EXTREME | 144 | 0.0% | 0.00 | 0% |
| validation | HIGH VOLATILITY | 258 | 5.0% | 0.27 | 1% |
| validation | LOW VOLATILITY | 183 | 10.5% | 0.58 | 39% |
| validation | MEDIUM VOLATILITY | 315 | -1.9% | -0.08 | 17% |
| validation | NORMAL | 474 | 5.5% | 0.21 | 27% |
| validation | SIDEWAYS | 206 | -20.0% | -1.01 | 23% |
| validation | UPTREND | 425 | 15.8% | 0.67 | 19% |
Trades (full period)
latest 100 of 231
| Entry | Exit | Entry Px | Exit Px | Return | Days | |
|---|---|---|---|---|---|---|
| 2026-07-01 | 2026-07-06 | $425.30 | $419.77 | -6.64% | 3 | |
| 2026-06-03 | 2026-06-04 | $423.70 | $418.45 | -0.21% | 2 | |
| 2026-05-27 | 2026-06-02 | $440.36 | $423.74 | -4.27% | 5 | |
| 2026-05-22 | 2026-05-26 | $426.01 | $433.59 | 1.75% | 2 | |
| 2026-05-08 | 2026-05-21 | $428.35 | $417.85 | 1.13% | 10 | |
| 2026-04-20 | 2026-04-21 | $392.50 | $386.42 | -2.22% | 2 | |
| 2025-12-31 | 2026-01-02 | $449.72 | $438.07 | -1.24% | 2 | |
| 2025-12-04 | 2025-12-30 | $454.53 | $454.43 | 2.68% | 18 | |
| 2025-09-12 | 2025-09-15 | $395.94 | $410.04 | 7.15% | 2 | |
| 2025-09-10 | 2025-09-11 | $347.79 | $368.81 | 0.04% | 2 | |
| 2025-09-08 | 2025-09-09 | $346.40 | $346.97 | -1.46% | 2 | |
| 2025-09-04 | 2025-09-05 | $338.53 | $350.84 | 1.13% | 2 | |
| 2025-08-29 | 2025-09-02 | $333.87 | $329.36 | -3.70% | 2 | |
| 2025-08-27 | 2025-08-28 | $349.60 | $345.98 | -0.79% | 2 | |
| 2025-08-25 | 2025-08-26 | $346.60 | $351.67 | 1.74% | 2 | |
| 2025-08-19 | 2025-08-20 | $329.31 | $323.90 | -1.94% | 2 | |
| 2025-08-15 | 2025-08-18 | $330.56 | $335.16 | -1.69% | 2 | |
| 2025-08-13 | 2025-08-14 | $339.38 | $335.58 | -0.63% | 2 | |
| 2025-08-11 | 2025-08-12 | $339.03 | $340.84 | 2.64% | 2 | |
| 2025-07-29 | 2025-07-30 | $321.20 | $319.04 | -1.55% | 2 | |
| 2025-07-23 | 2025-07-24 | $332.56 | $305.30 | -0.06% | 2 | |
| 2025-07-21 | 2025-07-22 | $328.49 | $332.11 | -0.55% | 2 | |
| 2025-06-04 | 2025-06-05 | $332.05 | $284.70 | -3.75% | 2 | |
| 2025-06-02 | 2025-06-03 | $342.69 | $344.27 | -1.29% | 2 | |
| 2025-05-27 | 2025-05-28 | $362.89 | $356.90 | 6.73% | 2 | |
| 2025-05-22 | 2025-05-23 | $341.04 | $339.34 | 1.72% | 2 | |
| 2025-05-12 | 2025-05-13 | $318.38 | $334.07 | 6.54% | 2 | |
| 2024-10-09 | 2024-10-10 | $241.05 | $238.77 | -1.61% | 2 | |
| 2024-10-07 | 2024-10-08 | $240.83 | $244.50 | -3.90% | 2 | |
| 2024-10-03 | 2024-10-04 | $240.66 | $250.08 | -3.55% | 2 | |
| 2024-10-01 | 2024-10-02 | $258.02 | $249.02 | -1.58% | 2 | |
| 2024-09-27 | 2024-09-30 | $260.46 | $261.63 | 2.25% | 2 | |
| 2024-09-25 | 2024-09-26 | $257.02 | $254.22 | 0.88% | 2 | |
| 2024-09-23 | 2024-09-24 | $250.00 | $254.27 | 4.73% | 2 | |
| 2024-09-18 | 2024-09-19 | $227.20 | $243.92 | -0.49% | 2 | |
| 2024-09-16 | 2024-09-17 | $226.78 | $227.87 | -1.72% | 2 | |
| 2024-09-06 | 2024-09-09 | $210.73 | $216.27 | -8.64% | 2 | |
| 2024-09-04 | 2024-09-05 | $219.41 | $230.17 | 3.98% | 2 | |
| 2024-07-11 | 2024-07-12 | $241.03 | $248.23 | -8.64% | 2 | |
| 2024-07-09 | 2024-07-10 | $262.33 | $263.26 | 3.51% | 2 | |
| 2024-07-05 | 2024-07-08 | $251.52 | $252.94 | 1.88% | 2 | |
| 2024-07-02 | 2024-07-03 | $231.26 | $246.39 | 9.99% | 2 | |
| 2024-06-28 | 2024-07-01 | $197.88 | $209.86 | 0.03% | 2 | |
| 2024-06-26 | 2024-06-27 | $196.37 | $197.42 | 4.61% | 2 | |
| 2024-06-24 | 2024-06-25 | $182.58 | $187.35 | -0.43% | 2 | |
| 2024-06-20 | 2024-06-21 | $181.57 | $183.01 | -1.98% | 2 | |
| 2024-06-17 | 2024-06-18 | $187.44 | $184.86 | 5.09% | 2 | |
| 2024-05-29 | 2024-05-30 | $176.19 | $178.79 | -0.52% | 2 | |
| 2023-12-28 | 2023-12-29 | $253.18 | $248.48 | -3.36% | 2 | |
| 2023-12-26 | 2023-12-27 | $256.61 | $261.44 | 1.41% | 2 | |
| 2023-12-21 | 2023-12-22 | $254.50 | $252.54 | 2.78% | 2 | |
| 2023-12-19 | 2023-12-20 | $257.22 | $247.14 | 1.84% | 2 | |
| 2023-12-15 | 2023-12-18 | $253.50 | $252.08 | 0.78% | 2 | |
| 2023-12-13 | 2023-12-14 | $239.29 | $251.05 | 0.76% | 2 | |
| 2023-12-11 | 2023-12-12 | $239.74 | $237.01 | -1.88% | 2 | |
| 2023-12-07 | 2023-12-08 | $242.64 | $243.84 | 1.16% | 2 | |
| 2023-12-05 | 2023-12-06 | $238.72 | $239.37 | 1.13% | 2 | |
| 2023-12-01 | 2023-12-04 | $238.83 | $235.58 | -0.72% | 2 | |
| 2023-11-29 | 2023-11-30 | $244.14 | $240.08 | -1.24% | 2 | |
| 2023-11-27 | 2023-11-28 | $236.08 | $246.72 | 0.07% | 2 | |
| 2023-11-22 | 2023-11-24 | $234.21 | $235.45 | -3.10% | 2 | |
| 2023-11-20 | 2023-11-21 | $235.60 | $241.20 | 0.35% | 2 | |
| 2023-11-16 | 2023-11-17 | $233.59 | $234.30 | -4.01% | 2 | |
| 2023-10-16 | 2023-10-17 | $253.92 | $254.85 | 0.91% | 2 | |
| 2023-10-12 | 2023-10-13 | $258.87 | $251.12 | -1.76% | 2 | |
| 2023-10-10 | 2023-10-11 | $263.62 | $262.99 | 1.32% | 2 | |
| 2023-10-06 | 2023-10-09 | $260.53 | $259.67 | -0.02% | 2 | |
| 2023-09-22 | 2023-09-25 | $244.88 | $246.99 | -4.43% | 2 | |
| 2023-09-20 | 2023-09-21 | $262.59 | $255.70 | -1.67% | 2 | |
| 2023-09-18 | 2023-09-19 | $265.28 | $266.50 | -3.52% | 2 | |
| 2023-09-14 | 2023-09-15 | $276.04 | $274.39 | 1.55% | 2 | |
| 2023-09-12 | 2023-09-13 | $267.48 | $271.30 | -2.43% | 2 | |
| 2023-09-06 | 2023-09-07 | $251.92 | $251.49 | -1.98% | 2 | |
| 2023-09-01 | 2023-09-05 | $245.01 | $256.49 | -5.26% | 2 | |
| 2023-08-30 | 2023-08-31 | $256.90 | $258.08 | -0.31% | 2 | |
| 2023-07-26 | 2023-07-27 | $264.35 | $255.71 | -0.55% | 2 | |
| 2023-07-20 | 2023-07-21 | $262.90 | $260.02 | -9.93% | 2 | |
| 2023-07-18 | 2023-07-19 | $293.34 | $291.26 | 0.82% | 2 | |
| 2023-07-14 | 2023-07-17 | $281.38 | $290.38 | 1.05% | 2 | |
| 2023-07-12 | 2023-07-13 | $271.99 | $277.90 | 0.61% | 2 | |
| 2023-07-10 | 2023-07-11 | $269.61 | $269.79 | -1.95% | 2 | |
| 2023-07-06 | 2023-07-07 | $276.54 | $274.43 | -2.30% | 2 | |
| 2023-07-03 | 2023-07-05 | $279.82 | $282.48 | 6.69% | 2 | |
| 2023-06-29 | 2023-06-30 | $257.50 | $261.77 | 0.29% | 2 | |
| 2023-06-27 | 2023-06-28 | $250.21 | $256.24 | 3.60% | 2 | |
| 2023-06-23 | 2023-06-26 | $256.60 | $241.05 | -3.22% | 2 | |
| 2023-06-21 | 2023-06-22 | $259.46 | $264.61 | -5.66% | 2 | |
| 2023-06-16 | 2023-06-20 | $260.54 | $274.45 | 1.61% | 2 | |
| 2023-06-14 | 2023-06-15 | $256.79 | $255.90 | -0.94% | 2 | |
| 2023-06-12 | 2023-06-13 | $249.83 | $258.71 | 2.02% | 2 | |
| 2023-06-08 | 2023-06-09 | $234.86 | $244.40 | 4.38% | 2 | |
| 2023-06-06 | 2023-06-07 | $221.31 | $224.57 | 1.50% | 2 | |
| 2023-06-02 | 2023-06-05 | $213.97 | $217.61 | 2.91% | 2 | |
| 2023-05-31 | 2023-06-01 | $203.93 | $207.52 | 1.18% | 2 | |
| 2023-04-05 | 2023-04-06 | $185.52 | $185.06 | -3.86% | 2 | |
| 2023-04-03 | 2023-04-04 | $194.77 | $192.58 | -6.31% | 2 | |
| 2023-03-30 | 2023-03-31 | $195.28 | $207.46 | 0.52% | 2 | |
| 2023-03-28 | 2023-03-29 | $189.19 | $193.88 | -1.56% | 2 | |
| 2023-03-24 | 2023-03-27 | $190.41 | $191.81 | -1.14% | 2 | |
| 2022-09-19 | 2022-09-22 | $309.07 | $288.59 | -1.04% | 4 |