ChatGPT Beats SPY
Today’s Change (Nov 5, 2026)
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A symphony is an automated trading strategy — Learn more about symphonies here
About
A high-risk, fast-moving strategy that tries to beat the S&P 500 by aggressively buying leveraged tech in favorable markets and shifting to defensive or bearish positions when fear and volatility rise.
This strategy splits money into two halves. One half follows a simple rule set based on the S&P 500’s recent move and trend. The other half does the same in calm markets, but switches to a more defensive ‘crash mode’ when market fear rises.
In good conditions it leans hard into TQQQ, a fund that aims to deliver 3x the daily move of the Nasdaq-100. In rough conditions it may move to safer bond/cash funds, lower-volatility stocks, or even bearish/volatility funds designed to profit from market drops.
Dynamic strategy aims to beat the S&P by leveraging tech in favorable markets and hedging in volatility. Out-of-sample: ~24.2% annual return vs ~19.9% for the S&P; higher upside potential but higher drawdown risk. Higher upside, disciplined risk.
1M
3M
6M
YTD
1Y
3Y
Max
Performance
Compared to selected benchmarks
| Alpha | Beta | R2 | R | |
|---|---|---|---|---|
| 0.26 | 1.89 | 0.54 | 0.73 |
Performance Metrics
| Cumulative Return | Annualized Return | Trailing 1M Return | Trailing 3M Return | Sharpe Ratio | |
|---|---|---|---|---|---|
| 786.38% | 15.6% | -1.04% | -0.34% | 0.95 | |
| 117,447.54% | 59.93% | -23.8% | -15.6% | 1.31 |
Initial Investment
$10,000.00
Final Value
$11,754,753.70Regulatory Fees
$30,402.93
Total Slippage
$261,133.89
Invest in this strategy
OOS Start Date
Sep 18, 2023
Trading Setting
Daily
Type
Stocks
Category
Leveraged equity, tactical asset allocation, volatility regime, risk management, mean reversion, trend following
Tickers in this symphonyThis symphony trades 15 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
SOXS
Direxion Daily Semiconductor Bear 3X 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