diff --git a/docs/Chapter_23_Advanced_Persistence_Chaining.md b/docs/Chapter_23_Advanced_Persistence_Chaining.md
index c39c961..ab5213f 100644
--- a/docs/Chapter_23_Advanced_Persistence_Chaining.md
+++ b/docs/Chapter_23_Advanced_Persistence_Chaining.md
@@ -808,9 +808,9 @@ if __name__ == "__main__":
 
 **Current Research Gaps:**
 
-1.  **State Sanitization**: How to "reset" an LLM session to a safe state without wiping useful history.
-2.  **Untrusted Context Handling**: How to let an LLM read a "hostile" email without letting that email control the LLM.
-3.  **Agent Isolation**: Sandboxing autonomous agents so one compromised step doesn't doom the whole chain.
+1. **State Sanitization**: How to "reset" an LLM session to a safe state without wiping useful history.
+2. **Untrusted Context Handling**: How to let an LLM read a "hostile" email without letting that email control the LLM.
+3. **Agent Isolation**: Sandboxing autonomous agents so one compromised step doesn't doom the whole chain.
 
 **Recommended Reading:**
 
diff --git a/docs/Chapter_24_Social_Engineering_LLMs.md b/docs/Chapter_24_Social_Engineering_LLMs.md
index 834eb7e..c07dafe 100644
--- a/docs/Chapter_24_Social_Engineering_LLMs.md
+++ b/docs/Chapter_24_Social_Engineering_LLMs.md
@@ -1051,9 +1051,9 @@ message = framework.generate_impersonation_message(
 
 **Current Research Gaps:**
 
-1.  **Voice Authenticity Detection**: Real-time detection of synthetic audio artifacts over phone lines.
-2.  **Cognitive Resilience**: Training _humans_ to detect AI-generated text patterns (which are becoming indistinguishable).
-3.  **Watermarking**: Reliable invisible watermarking for all AI-generated content (text/audio/video) to prove provenance.
+1. **Voice Authenticity Detection**: Real-time detection of synthetic audio artifacts over phone lines.
+2. **Cognitive Resilience**: Training _humans_ to detect AI-generated text patterns (which are becoming indistinguishable).
+3. **Watermarking**: Reliable invisible watermarking for all AI-generated content (text/audio/video) to prove provenance.
 
 **Recommended Reading:**