Strategy Zoo / S1370

LongTermTrend_V1370

ARCHIVEDhybrid

llmAdded regime gates to avoid downtrend/high-volatility/extreme-bubble environments; improved exit to include drawdown and price under sma_50 to limit large losses; added position scaling rules: cut size in high vol (vol_pctile>0.75), full size on strong breakout+volume, reduce size when far below sma50; reduced base_position to 0.8 to lower leverage and drawdown risk.

Fitness
0.2990
Generation
63
Complexity
33
Created
2026-10-09

Lineage

Parents (1)
LongTermTrend_V1201S1201 · gen 55ARCHIVEDllm

changed macd_hist threshold 0.0 -> 1.0705; changed dist_sma_50 threshold -0.0774 -> -0.1429

Children (0)
None

Strategy Logic (pseudocode)

# LongTermTrend_V1370  [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 > -0.1997 and dist_sma_50 > -0.1429) or ((macd_hist > 0.0 and close > sma_50) or ((breakout_50 == 1 and rel_volume > 1.5045) or ((macd_hist > 1.0705 and close > sma_50) and sma_50 > sma_200)))) and sma_20 < close and macd_hist > -2.6055):
    position = 0.8
if long and (macd_hist < 0.0 or drawdown < -0.12 or close < sma_50):
    position = 0.0  # exit to cash

Backtest Metrics

MetricTrainValidationHidden TestFull
CAGR-2.8%30.8%-10.0%1.4%
Total Return-20.2%123.9%-32.7%23.0%
Sharpe-0.121.51-0.620.17
Sortino-0.091.37-0.410.13
Calmar-0.061.75-0.300.03
Volatility14.6%19.0%15.2%15.7%
Max DD-45.3%-17.6%-33.4%-45.3%
Win Rate38.6%56.9%43.3%43.9%
Avg Win2.4%3.4%2.0%2.7%
Avg Loss-1.8%-1.6%-2.1%-1.8%
Payoff1.362.200.931.46
Expectancy-0.2%1.3%-0.3%0.1%
Profit Factor0.862.910.711.14
Trades16672104342
Avg Holding Days3.13.02.32.9
Turnover33.438.444.437.1
Exposure14.0%15.4%11.5%13.7%

Growth of $100

LongTermTrend_V1370 vs TSLA Buy & Hold
LongTermTrend_V1370 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
2016-9.4%-1.06-13.9%21
20172.0%0.21-10.3%32
2018-8.5%-1.07-12.3%7
20194.6%0.44-7.5%13
202071.8%2.64-7.1%10
202133.5%1.39-15.2%41
2022-2.5%-0.19-9.4%20

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 testEXPENSIVE83-38.8%-1.9619%
hidden testEXTREME480.0%0.000%
hidden testHIGH VOLATILITY254-8.7%-0.791%
hidden testLOW VOLATILITY4415.3%0.3617%
hidden testMEDIUM VOLATILITY250-36.0%-1.8613%
hidden testNORMAL814-6.9%-0.4611%
hidden testSIDEWAYS296-18.5%-1.2416%
hidden testUPTREND371-7.9%-0.3917%
trainDOWNTREND518-5.8%-1.101%
trainEXPENSIVE31132.4%1.5326%
trainEXTREME1009.3%1.551%
trainHIGH VOLATILITY6994.9%0.401%
trainLOW VOLATILITY7454.5%0.3025%
trainMEDIUM VOLATILITY568-18.3%-1.1315%
trainNORMAL1,601-9.1%-0.6913%
trainSIDEWAYS592-3.9%-0.3213%
trainUPTREND9021.9%0.1022%
validationDOWNTREND1250.0%0.000%
validationEXPENSIVE13893.0%3.2631%
validationEXTREME14437.7%2.612%
validationHIGH VOLATILITY258-6.5%-0.661%
validationLOW VOLATILITY18316.0%1.1225%
validationMEDIUM VOLATILITY31564.8%2.5322%
validationNORMAL4747.2%0.4415%
validationSIDEWAYS2062.1%0.2011%
validationUPTREND42550.0%2.0622%

Trades (full period)

latest 100 of 342
EntryExitEntry PxExit PxReturnDays
2026-10-072026-10-08$377.81$375.00-0.76%2
2026-07-012026-07-02$425.30$393.450.73%2
2026-05-282026-06-02$442.10$423.74-4.61%4
2026-05-262026-05-27$433.59$440.361.26%2
2026-05-212026-05-22$417.85$426.01-0.05%2
2026-05-192026-05-20$404.11$417.26-1.31%2
2026-05-122026-05-18$433.45$409.99-4.24%5
2026-05-082026-05-11$428.35$445.003.05%2
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
2025-10-242025-10-27$433.72$452.42-2.88%2
2025-10-072025-10-08$433.09$438.69-3.72%2
2025-09-222025-10-06$434.21$453.250.63%11
2025-09-172025-09-19$425.86$426.07-1.06%3
2025-09-152025-09-16$410.04$421.622.69%2
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
2024-10-092024-10-10$241.05$238.77-1.29%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
2024-09-062024-09-09$210.73$216.27-6.91%2
2024-09-042024-09-05$219.41$230.173.18%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
2023-07-202023-07-21$262.90$260.02-7.94%2
2023-07-182023-07-19$293.34$291.260.65%2
2023-07-142023-07-17$281.38$290.380.84%2
2023-07-122023-07-13$271.99$277.900.49%2
2023-07-102023-07-11$269.61$269.79-1.56%2
2023-07-062023-07-07$276.54$274.43-1.84%2
2023-07-032023-07-05$279.82$282.485.35%2
2023-06-292023-06-30$257.50$261.770.23%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