V1.3.1 ChatGPT Beats SPY
Today’s Change (Oct 22, 2026)
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A symphony is an automated trading strategy — Learn more about symphonies here
About
A fast-moving market-timing strategy that aggressively bets on tech, market fear, or safety depending on short-term market stress and trend signals.
This strategy checks the market every day and switches between a few extreme positions: very aggressive tech (TQQQ), a market panic fund (UVXY), a bet against tech (SQQQ), or safer Treasury/bond funds like BIL, SHY, and AGG.
It looks at whether the market seems overheated, falling fast, calming down, or trending upward, then tries to either ride rebounds, hedge crashes, or hide in safer assets.
{"type":"object","properties":{"value_proposition":{"type":"string","description":"Out-of-sample upside: ~24.1% annualized vs SPY’s ~20.3%, driven by a dynamic, tech-focused, volatility-aware mix designed to capture rallies while hedging crashes. Caution: higher volatility and larger drawdowns than SPY."}}}
1M
3M
6M
YTD
1Y
3Y
Max
Performance
Compared to selected benchmarks
| Alpha | Beta | R2 | R | |
|---|---|---|---|---|
| 0.5 | 1.44 | 0.24 | 0.49 |
Performance Metrics
| Cumulative Return | Annualized Return | Trailing 1M Return | Trailing 3M Return | Sharpe Ratio | |
|---|---|---|---|---|---|
| 783.09% | 15.61% | -1.22% | 2.47% | 0.95 | |
| 1,025,581.49% | 84.95% | -11.43% | 6.74% | 1.49 |
Initial Investment
$10,000.00
Final Value
$102,568,149.09Regulatory Fees
$294,583.42
Total Slippage
$2,795,382.43
Invest in this strategy
OOS Start Date
Apr 21, 2024
Trading Setting
Daily
Type
Stocks
Category
Tactical asset allocation, market timing, leveraged etfs, volatility hedging, nasdaq-100, defensive rotation, mean reversion, trend following
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