📌 February 1, 2025 | RIVN Algo Trading Review
💡 RIVN (Rivian) past three years of backtesting tells us:
📊 Whether soaring in a bull market or plummeting in a bear market, Algo signals can steadily grasp the buying and selling points!
From Historical Data, the buy signal is given before the rise, and the sell signal is accurately triggered before the pullback, resulting in overall stable profits! 💰✨
📊 Three-year backtest highlights
📆 2023-2025 Data Backtest
✅ Accurately capture turning points – boldly enter the market during the uptrend, exit before the pullback, avoiding roller-coaster rides.
Controllable drawdown, stable returns - able to profit from fluctuations, while maintaining stable returns without fear of major market fluctuations.
Flexibly adapting to market conditions - whether in a bull market surge or a bear market downturn, the signal is always reliable.
🔎 Latest signal:
As of January 2025, there is no new buy signal!
What's next for RIVN? Will it continue to adjust, or will it usher in a new round of increases? Let's wait and see!
How is Algo strategy implemented?
📌 This Python Algo Trading system is based on but not limited to multiple key indicators:
✔️ Hurst Index - determines whether the market is trending or oscillating, avoiding "false breakouts"
✔️ Ulcer Index - calculates drawdown risk, reducing the "pain" of trading
✔️ Sharpe...

📌February 2, 2025 | SOUN Quantitative Trading Backtest Report
💡 SOUN (SoundHound AI) has achieved outstanding results in quantitative trading backtesting over the past three years!
✅ Incredibly precise buy and sell signals, capturing core trading opportunities steadily regardless of market conditions, whether oscillating, rising, or pulling back!
The strategy backtest annualized return is amazingly high 232.79%, far surpassing traditional strategies, truly outperforming the market!💰✨
✅ Since 2025, the most recent buy signal appeared atJanuary 14th！ 🚀
📊 Three-year backtest highlights
📆 2023-2025 Data Backtest
After the Buy signal is triggered, it accurately hits the starting point of the trend multiple times, capturing the best entry timing!
The Sell signal avoids the callback in advance, protecting profits from being swallowed by the market!
The overall profit curve shows a steady increase, and the strategy is effective in the long term!
Behind the Python quantitative strategy lies black technology.
This automated trading system is based on multi-factor analysis, with core indicators including but not limited to:
✔️ Hurst Index (Hurst Exponent) — determines whether the market trend is sustainable, preventing misinterpretation in volatile markets.
✔️ Ulcer Index — measures the 'pain level' of drawdowns, ensuring manageable retracements.
✔️ Sortino Ratio ...