Strategy Zoo / S1375

LongTermTrend_V1375

ARCHIVEDhybrid

llmAdded volatility filter (vol_pctile < 0.85) to avoid entries during volatility spikes; tightened 1-year cumulative return tolerance (cumret_252d > -0.15) to reduce drawdown exposure; raised short-term MACD entry floor (macd_hist > -1.5) for cleaner momentum; replaced single MACD exit with a multi-condition exit (exit on macd_hist < 0 OR price crossing below sma_50 OR portfolio drawdown < -15% OR price dropping far below sma_20) to improve risk management; introduced regime gates to avoid DOWNTREND/HIGH_VOLATILITY/EXTREME bubble environments; reduced base_position from 1.0 to 0.8 to lower sizing given prior large drawdowns.

Fitness
0.3057
Generation
63
Complexity
35
Created
2026-10-09

Lineage

Parents (1)
LongTermTrend_V0531S0531 · gen 24ARCHIVEDllm

added entry filter: sma_20 < close; added entry filter: macd_hist > -2.6055

Children (0)
None

Strategy Logic (pseudocode)

# LongTermTrend_V1375  [hybrid]
require regime.trend in ['UPTREND', 'SIDEWAYS']
require regime.volatility in ['LOW_VOLATILITY', 'MEDIUM_VOLATILITY']
require regime.bubble in ['NORMAL', 'EXPENSIVE']
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 > -0.15 and dist_sma_50 > -0.0774) or ((macd_hist > 0.0 and close > sma_50) or ((breakout_50 == 1 and rel_volume > 1.5045) or ((macd_hist > 0.0 and close > sma_50) and sma_50 > sma_200)))) and sma_20 < close and macd_hist > -1.5 and vol_pctile < 0.85):
    position = 0.8
if long and (macd_hist < 0.0 or close < sma_50 or drawdown < -0.15 or dist_sma_20 < -0.12):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-0.9%28.4%-4.7%3.6%
Total Return-6.7%111.8%-16.4%69.2%
Sharpe0.011.40-0.260.30
Sortino0.011.26-0.180.23
Calmar-0.021.67-0.240.10
Volatility14.8%19.1%14.5%15.7%
Max DD-38.2%-17.0%-19.4%-38.2%
Win Rate38.8%57.6%42.6%44.0%
Avg Win2.7%3.6%2.2%2.9%
Avg Loss-1.8%-1.8%-1.9%-1.8%
Payoff1.482.011.151.60
Expectancy-0.1%1.3%-0.2%0.3%
Profit Factor0.942.730.851.26
Trades1476694307
Avg Holding Days3.53.32.43.2
Turnover29.635.240.133.3
Exposure14.9%16.1%11.4%14.3%

Growth of $100

LongTermTrend_V1375 vs TSLA Buy & Hold
LongTermTrend_V1375 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
2016-7.5%-0.78-12.1%20
20174.7%0.36-10.3%27
2018-7.4%-0.91-11.4%5
20194.6%0.44-7.5%13
202071.8%2.64-7.1%10
202124.3%1.06-16.0%37
2022-0.9%-0.03-8.5%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

PeriodRegimeDaysAnn. ReturnSharpeExposure
hidden testDOWNTREND278-1.7%-1.040%
hidden testEXPENSIVE83-16.9%-0.8520%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-7.8%-0.751%
hidden testLOW VOLATILITY44111.7%0.7717%
hidden testMEDIUM VOLATILITY250-26.7%-1.6112%
hidden testNORMAL814-2.6%-0.1811%
hidden testSIDEWAYS296-18.4%-1.1116%
hidden testUPTREND3716.5%0.3616%
trainDOWNTREND518-6.6%-1.221%
trainEXPENSIVE31134.0%1.6026%
trainEXTREME1009.3%1.551%
trainHIGH VOLATILITY6994.9%0.401%
trainLOW VOLATILITY7458.2%0.5327%
trainMEDIUM VOLATILITY568-15.9%-0.9516%
trainNORMAL1,601-6.9%-0.5114%
trainSIDEWAYS592-1.3%-0.1014%
trainUPTREND9025.1%0.2723%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE13893.0%3.2631%
validationEXTREME14437.7%2.612%
validationHIGH VOLATILITY258-6.6%-0.661%
validationLOW VOLATILITY1837.5%0.5027%
validationMEDIUM VOLATILITY31565.4%2.5523%
validationNORMAL4744.3%0.2616%
validationSIDEWAYS2062.8%0.2711%
validationUPTREND42546.4%1.9023%

Trades (full period)

latest 100 of 307
EntryExitEntry PxExit PxReturnDays
2026-10-072026-10-08$377.81$375.00-0.76%2
2026-07-012026-07-06$425.30$419.77-5.30%3
2026-05-272026-06-02$440.36$423.74-3.41%5
2026-05-222026-05-26$426.01$433.591.40%2
2026-05-202026-05-21$417.26$417.852.44%2
2026-05-082026-05-19$428.35$404.11-0.45%8
2026-04-202026-04-21$392.50$386.42-1.78%2
2025-12-042025-12-30$454.53$454.432.22%18
2025-11-062025-11-07$445.91$429.52-2.96%2
2025-11-032025-11-05$468.37$462.07-2.29%3
2025-10-072025-10-08$433.09$438.69-3.72%2
2025-09-152025-10-06$410.04$453.256.73%16
2025-09-112025-09-12$368.81$395.944.67%2
2025-09-092025-09-10$346.97$347.79-0.03%2
2025-09-052025-09-08$350.84$346.402.75%2
2025-08-292025-09-02$333.87$329.36-2.96%2
2025-08-272025-08-28$349.60$345.98-0.63%2
2025-08-252025-08-26$346.60$351.671.39%2
2025-08-192025-08-20$329.31$323.90-1.56%2
2025-08-152025-08-18$330.56$335.16-1.36%2
2025-08-132025-08-14$339.38$335.58-0.50%2
2025-08-112025-08-12$339.03$340.842.11%2
2025-07-292025-07-30$321.20$319.04-1.24%2
2025-07-232025-07-24$332.56$305.30-0.05%2
2025-07-212025-07-22$328.49$332.11-0.44%2
2025-06-032025-06-04$344.27$332.050.21%2
2025-05-302025-06-02$346.46$342.69-2.83%2
2025-05-282025-05-29$356.90$358.43-1.48%2
2025-05-232025-05-27$339.34$362.89-0.56%2
2025-05-212025-05-22$334.62$341.04-2.30%2
2025-05-192025-05-20$342.09$343.82-1.96%2
2025-05-122025-05-13$318.38$334.075.23%2
2024-10-072024-10-08$240.83$244.50-3.12%2
2024-10-032024-10-04$240.66$250.08-2.84%2
2024-10-012024-10-02$258.02$249.02-1.26%2
2024-09-272024-09-30$260.46$261.631.80%2
2024-09-252024-09-26$257.02$254.220.70%2
2024-09-232024-09-24$250.00$254.273.78%2
2024-09-182024-09-19$227.20$243.92-0.40%2
2024-09-162024-09-17$226.78$227.87-1.38%2
2024-09-052024-09-06$230.17$210.733.76%2
2024-07-112024-07-12$241.03$248.23-6.91%2
2024-07-092024-07-10$262.33$263.262.81%2
2024-07-052024-07-08$251.52$252.941.50%2
2024-07-022024-07-03$231.26$246.397.99%2
2024-06-282024-07-01$197.88$209.860.03%2
2024-06-262024-06-27$196.37$197.423.69%2
2024-06-242024-06-25$182.58$187.35-0.35%2
2024-06-202024-06-21$181.57$183.01-1.58%2
2024-06-172024-06-18$187.44$184.864.07%2
2023-12-282023-12-29$253.18$248.48-2.69%2
2023-12-262023-12-27$256.61$261.441.13%2
2023-12-212023-12-22$254.50$252.542.22%2
2023-12-192023-12-20$257.22$247.141.47%2
2023-12-152023-12-18$253.50$252.080.62%2
2023-12-112023-12-12$239.74$237.01-1.50%2
2023-12-072023-12-08$242.64$243.840.93%2
2023-12-052023-12-06$238.72$239.370.91%2
2023-12-012023-12-04$238.83$235.58-0.58%2
2023-11-292023-11-30$244.14$240.08-1.00%2
2023-11-272023-11-28$236.08$246.720.05%2
2023-11-222023-11-24$234.21$235.45-2.48%2
2023-11-202023-11-21$235.60$241.200.28%2
2023-11-162023-11-17$233.59$234.30-3.20%2
2023-10-122023-10-13$258.87$251.12-1.41%2
2023-10-102023-10-11$263.62$262.991.06%2
2023-10-062023-10-09$260.53$259.67-0.01%2
2023-09-202023-09-21$262.59$255.70-1.33%2
2023-09-182023-09-19$265.28$266.50-2.81%2
2023-09-142023-09-15$276.04$274.391.24%2
2023-09-122023-09-13$267.48$271.30-1.94%2
2023-09-062023-09-07$251.92$251.49-1.58%2
2023-09-012023-09-05$245.01$256.49-4.21%2
2023-08-302023-08-31$256.90$258.08-0.25%2
2023-07-192023-07-20$291.26$262.90-0.73%2
2023-07-172023-07-18$290.38$293.342.40%2
2023-07-112023-07-12$269.79$271.99-0.11%2
2023-07-072023-07-10$274.43$269.61-0.77%2
2023-07-052023-07-06$282.48$276.540.60%2
2023-06-272023-06-28$250.21$256.242.88%2
2023-06-232023-06-26$256.60$241.05-2.58%2
2023-06-212023-06-22$259.46$264.61-4.53%2
2023-06-162023-06-20$260.54$274.451.29%2
2023-06-142023-06-15$256.79$255.90-0.75%2
2023-06-122023-06-13$249.83$258.711.62%2
2023-06-082023-06-09$234.86$244.403.50%2
2023-06-062023-06-07$221.31$224.571.20%2
2023-06-022023-06-05$213.97$217.612.32%2
2023-05-312023-06-01$203.93$207.520.94%2
2023-04-052023-04-06$185.52$185.06-3.09%2
2023-04-032023-04-04$194.77$192.58-5.05%2
2023-03-302023-03-31$195.28$207.460.42%2
2023-03-282023-03-29$189.19$193.88-1.25%2
2023-03-242023-03-27$190.41$191.81-0.91%2
2022-09-212022-09-22$300.80$288.59-2.21%2
2022-09-192022-09-20$309.07$308.731.35%2
2022-09-152022-09-16$303.75$303.350.14%2
2022-09-132022-09-14$292.13$302.61-3.39%2
2022-08-222022-08-23$289.91$296.45-1.98%2
2022-08-182022-08-19$302.87$296.67-0.46%2