V1.3.1 ChatGPT Beats SPY
Today’s Change (Aug 6, 2026)
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A symphony is an automated trading strategy — Learn more about symphonies here
About
A daily, rules-based switcher: it rides big-tech uptrends with 3x Nasdaq (TQQQ), moves to cash-like Treasuries when stress rises, and occasionally uses volatility (UVXY) or inverse tech (SQQQ) in extreme markets.
Each day it checks a fear gauge (VIXM). If fear is rising, it runs a crash plan: after big drops it may buy the dip (TQQQ); if prices look overheated or jump fast, it buys volatility (UVXY); otherwise it parks in T‑bills (BIL). If fear is calm, it follows trend: usually 90% in 3x Nasdaq (TQQQ) with 10% Treasuries (SHY), but shifts to defensive stocks/bonds or briefly bets against tech (SQQQ) when trends weaken. It uses simple “hot/cold” scores (RSI), moving averages, and recent drawdowns.
Out-of-sample edge: 29.47% annualized return vs SPY 22.31%, driven by a rules-based regime-switching approach that rides big-tech uptrends and hedges stress with bonds and volatility bets. 835 backtests.
1M
3M
6M
YTD
1Y
3Y
Max
Performance
Compared to selected benchmarks
| Alpha | Beta | R2 | R | |
|---|---|---|---|---|
| 0.51 | 1.43 | 0.24 | 0.49 |
Performance Metrics
| Cumulative Return | Annualized Return | Trailing 1M Return | Trailing 3M Return | Sharpe Ratio | |
|---|---|---|---|---|---|
| 787.67% | 15.89% | 2.46% | 6.63% | 0.96 | |
| 1,082,995.26% | 87.32% | 14.26% | 23.37% | 1.52 |
Initial Investment
$10,000.00
Final Value
$108,309,526.34Regulatory Fees
$290,042.85
Total Slippage
$2,758,827.50
Invest in this strategy
OOS Start Date
Apr 21, 2024
Trading Setting
Daily
Type
Stocks
Category
Tactical asset allocation, leveraged etfs, volatility regime switching, trend following, mean reversion, risk-on/risk-off
Tickers in this symphonyThis symphony trades 14 assets in total
Ticker
Type
AGG
iShares Core U.S. Aggregate Bond ETF
Stocks
BIL
State Street SPDR Bloomberg 1-3 Month T-Bill ETF
Stocks
BND
Vanguard Total Bond Market
Stocks
IEF
iShares 7-10 Year Treasury Bond ETF
Stocks
QQQ
Invesco QQQ Trust, Series 1
Stocks
SHY
iShares 1-3 Year Treasury Bond ETF
Stocks
SPLV
Invesco S&P 500 Low Volatility ETF
Stocks
SPY
State Street SPDR S&P 500 ETF Trust
Stocks
SQQQ
ProShares UltraPro Short QQQ
Stocks
TLT
iShares 20+ Year Treasury Bond ETF
Stocks