diff --git a/README.md b/README.md
index 3d1190461..d773b056b 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,19 @@
+## 🎓 Pragmatic AI Labs | Join 1M+ ML Engineers
+
+### 🔥 Hot Course Offers:
+* 🤖 [Master GenAI Engineering](https://ds500.paiml.com/learn/course/0bbb5/) - Build Production AI Systems
+* 🦀 [Learn Professional Rust](https://ds500.paiml.com/learn/course/g6u1k/) - Industry-Grade Development
+* 📊 [AWS AI & Analytics](https://ds500.paiml.com/learn/course/31si1/) - Scale Your ML in Cloud
+* ⚡ [Production GenAI on AWS](https://ds500.paiml.com/learn/course/ehks1/) - Deploy at Enterprise Scale
+* 🛠️ [Rust DevOps Mastery](https://ds500.paiml.com/learn/course/ex8eu/) - Automate Everything
+
+### 🚀 Level Up Your Career:
+* 💼 [Production ML Program](https://paiml.com) - Complete MLOps & Cloud Mastery
+* 🎯 [Start Learning Now](https://ds500.paiml.com) - Fast-Track Your ML Career
+* 🏢 Trusted by Fortune 500 Teams
+
+Learn end-to-end ML engineering from industry veterans at [PAIML.COM](https://paiml.com)
+
 # Python For DevOps: Learn Ruthlessly Effective Automation
 #### Publisher:  [O'Reilly Media](http://shop.oreilly.com/product/0636920274902.do)
 #### Release Date:  December 31st, 2019
@@ -99,13 +115,13 @@ Updates on new material post book release.
 ![YouTube Channel Subscribers](https://img.shields.io/youtube/channel/subscribers/UCNDfiL0D1LUeKWAkRE1xO5Q?label=YouTube%20Subscribers&style=social)
 
 <!-- YOUTUBE-VIDEOS-LIST:START -->
-- [Live Coding AI Pair Programming with XCode](https://www.youtube.com/watch?v=QZ5hcurM8F0)
-- [Live Coding AWS CodeWhisperer for AWS](https://www.youtube.com/watch?v=M7hEIl0IW_w)
-- [Live Coding in Rust: Unleash the Power of Systems Programming](https://www.youtube.com/watch?v=5WNUyBbWJhU)
-- [52 Weeks of AWS: The Complete Journey to AWS Mastery](https://www.youtube.com/watch?v=Uypsf4QRU9A)
-- [Live Coding AWS CodeWhisperer](https://www.youtube.com/watch?v=6pEV14F5hXs)
-- [Live Coding Rust](https://www.youtube.com/watch?v=iohs-Fock0E)
-- [52 Weeks of AWS](https://www.youtube.com/watch?v=7opYLyL1VB0)
+- [Deterministic DevOps with MCP using PAIML MCP Agent Toolkit](https://www.youtube.com/watch?v=28NMKbc4j1E)
+- [WebSockets with Rust COURSE PREVIEW- Complete Xterm.js walkthrough](https://www.youtube.com/watch?v=Kyq9R4LaAJ0)
+- [Pragmatic AI Labs Releasing MCP Server to help with Agentic coding](https://www.youtube.com/watch?v=OL2plw8a_F4)
+- [DevOps Theory - Key Concepts](https://www.youtube.com/watch?v=uAlHQdXL1gc)
+- [Build a chatbot in Rust](https://www.youtube.com/watch?v=9Qm6SsVD_Tk)
+- [YAML based Prompt Engineering](https://www.youtube.com/watch?v=494f4-4FDAs)
+- [Realtime Websockets with SQLite in Rust](https://www.youtube.com/watch?v=_7Yi8ZxySyU)
 <!-- YOUTUBE-VIDEOS-LIST:END -->
 
 ### Kennedy Behrman
@@ -119,3 +135,6 @@ Updates on new material post book release.
 ### Grig Gheorghiu
 
 * [Grig Gheorghiu](https://www.linkedin.com/in/ggheorghiu/)
+
+* [✨Pragmatic AI Labs builds courses on edX](https://insight.paiml.com/d69)
+* [ 💬 Join our Discord community](https://discord.gg/ZrjWxKay)