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@@ -568,6 +568,9 @@ The web interface is built using Gradio and runs locally on your machine. No dat
 # 🧪 Experiments
 
 To reproduce OWL's GAIA benchmark score of 58.18:
+Furthermore, to ensure optimal performance on the GAIA benchmark, please note that our `gaia58.18` branch includes a customized version of the CAMEL framework in the `owl/camel` directory. This version contains enhanced toolkits with improved stability for gaia benchmark compared to the standard CAMEL installation.
+
+When running the benchmark evaluation:
 
 1. Switch to the `gaia58.18` branch:
    ```bash
@@ -581,6 +584,7 @@ To reproduce OWL's GAIA benchmark score of 58.18:
 
 This will execute the same configuration that achieved our top-ranking performance on the GAIA benchmark.
 
+
 # ⏱️ Future Plans
 
 We're continuously working to improve OWL. Here's what's on our roadmap: