From 35efe0806d80da9b86f84f0687d421d8703e92ba Mon Sep 17 00:00:00 2001
From: Carter Perez <cartertechsolution@gmail.com>
Date: Fri, 5 Jun 2026 13:18:57 -0400
Subject: [PATCH] Update README.md

---
 PROJECTS/advanced/ai-threat-detection/README.md | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/PROJECTS/advanced/ai-threat-detection/README.md b/PROJECTS/advanced/ai-threat-detection/README.md
index 30e27506..cbabfacf 100644
--- a/PROJECTS/advanced/ai-threat-detection/README.md
+++ b/PROJECTS/advanced/ai-threat-detection/README.md
@@ -22,7 +22,19 @@
 
 > AI-powered threat detection engine that analyzes nginx access logs using a 3-model ML ensemble to classify HTTP traffic as benign or malicious in real time.
 
-*This is a quick overview — learn modules with security theory, architecture deep-dives, and full walkthroughs are coming soon.*
+<p align="center">
+  <a href="https://youtu.be/H8WZYS8c78g">
+    <img src="https://img.shields.io/badge/Watch_on-YouTube-FF0000?logo=youtube&logoColor=white" alt="Watch on YouTube">
+  </a>
+</p>
+
+<p align="center">
+  <a href="https://youtu.be/H8WZYS8c78g">
+    <img src="https://img.youtube.com/vi/H8WZYS8c78g/maxresdefault.jpg" alt="Video Thumbnail" width="800">
+  </a>
+</p>
+
+*Learn docs located here: [Learn](https://github.com/CarterPerez-dev/Cybersecurity-Projects/edit/main/PROJECTS/advanced/ai-threat-detection/learn/)*
 
 ## What It Does