diff --git a/README.md b/README.md
index bc45062f..58392775 100644
--- a/README.md
+++ b/README.md
@@ -193,6 +193,10 @@ Cybersecurity AI is a critical field, yet many groups are misguidedly pursuing i
   </p>
 </div>
 
+> [!NOTE]
+> Read the [CAI Fluency](https://arxiv.org/pdf/2508.13588) technical report.
+
+
 
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