diff --git a/README.md b/README.md
index b3335c9..0e87580 100644
--- a/README.md
+++ b/README.md
@@ -251,7 +251,7 @@ The `3_Backtest.ipynb` notebook evaluates all trained models and generates a com
 
 📊 Individual model reports (PPO, A2C, DQN) are available in `notebooks/reports/`.  
 To view them, download the HTML files locally for full interactivity.
-- **[View PPO quantstats Report](notebooks/reports/qqs_ppo_EURUSD_M15.html)**
+- **[View PPO quantstats Report](notebooks/reports/qs_ppo_EURUSD_M15.html)**
 - **[View PPO plotly Report](notebooks/reports/plotly/plotly_ppo_EURUSD_M15.html)**
 
 > Note: You may need to download the HTML files to view the interactive charts. GitHub provides a static preview.