diff --git a/README.md b/README.md
index bbb5869..e88e6ef 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 > [!NOTE]
-> **[Shannon Lite achieves a 96% success rate on the hint-free XBOW benchmark, surpassing top human pentesters. →](https://github.com/KeygraphHQ/shannon/tree/main/xben-benchmark-results/README.md)**
+> **[Shannon Lite achieves a 96.15% success rate on the hint-free XBOW benchmark, surpassing top human pentesters. →](https://github.com/KeygraphHQ/shannon/tree/main/xben-benchmark-results/README.md)**
 
 <div align="center">
 
@@ -39,12 +39,6 @@ Shannon closes this gap by acting as your on-demand whitebox pentester. It doesn
 >
 > ➡️ **[Learn more about the Keygraph Platform](https://keygraph.io)**
 
-> [!TIP]
-> **CTF Mode**: For Capture-The-Flag challenges, use the `ctf-mode` branch which includes optimized prompts for flag extraction and CTF-specific testing workflows.
-> ```bash
-> git checkout ctf-mode
-> ```
-
 ## 🎬 See Shannon in Action
 
 **Real Results**: Shannon discovered 20+ critical vulnerabilities in OWASP Juice Shop, including complete auth bypass and database exfiltration. [See full report →](sample-reports/shannon-report-juice-shop.md)