Momentum vs Mean Reversion
Backtested on the same Hyperliquid perps over 2024-08-15 → 2026-07-05, at the same costs and on the same engine: Mean Reversion wins on risk-adjusted return, a Sharpe of 1.56 against 0.98. Mean Reversion rode out the shallower worst drawdown (21%), and Mean Reversion made the most in total. When Bitcoin was trending up, Momentum gained more; when it was falling, Mean Reversion held up better.
- Net Sharpe
- 0.98
- Total return
- +90.5%
- Max drawdown
- −39.0%
- Trades
- 949
- Win rate
- 48%
- Net Sharpe
- 1.56
- Total return
- +145.7%
- Max drawdown
- −20.6%
- Trades
- 1,238
- Win rate
- 55%
Mean Reversion came out ahead here (Sharpe 1.56 vs 0.98). Start it on your own Hyperliquid account, or fork it and change the settings first.
At $1,000, Mean Reversion's worst historical dip was about $206. Free account, your own keys — Keel only places the trades.
When each one wins
Total return while Bitcoin was trending up vs trending down (split by Bitcoin’s 100-day trend line).
| Market | Momentum | Mean Reversion | Higher return |
|---|---|---|---|
| Rising Bitcoin | +60.4% | +54.4% | Momentum |
| Falling Bitcoin | +18.8% | +59.7% | Mean Reversion |
What this is: a head-to-head backtest of Momentum and Mean Reversion on the same Hyperliquid window, costs and engine — net of fees, slippage and funding. The overlay is growth of $100 (normalized), not a return promise. A higher Sharpe is not a guarantee; both strategies draw down. Past performance does not predict future results, and this is not investment advice.