diff --git a/README.md b/README.md
index f87d224e2..efcada054 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 -->
-- [Key Skills Software Craftsmanship-10 Lessons](https://www.youtube.com/watch?v=UWfOVQxSPOg)
-- [Practical MLOPS Chap2 MLOps Foundations](https://www.youtube.com/watch?v=CwKnRCiYI4o)
-- [Build Real-World Python Microservices with Continuous Delivery From Zero](https://www.youtube.com/watch?v=Og50kOBw6k4)
-- [Key Skills Software Craftsmanship-10 Lessons](https://www.youtube.com/watch?v=qNBr5A0Kzgk)
-- [Speed Up Python DRAMATICALLY With CUDA GPU](https://www.youtube.com/watch?v=cXlz-hZ_bgU)
-- [Build Real-World AWS Microservices with Python and FastAPI From Zero](https://www.youtube.com/watch?v=SqFFCTNyi88)
-- [Compiling Python from scratch with Github Codespaces](https://www.youtube.com/watch?v=HIggT7dfwkw)
+- [Pragmatic AI Labs Sovereign AI stack](https://www.youtube.com/watch?v=ZFWmPBYPyzA)
+- [APR Chat Demo](https://www.youtube.com/watch?v=BEsKT-dcbeE)
+- [Building Live Pong Game with Embedded .APR Models 📱](https://www.youtube.com/watch?v=Nv32meSHuQo)
+- [Building Live Pong Game with Embedded .APR Models](https://www.youtube.com/watch?v=MoQ-kiOm57Q)
+- [ELO Ratings Questions](https://www.youtube.com/watch?v=7hkQH_gdZuw)
+- [The 2X Ceiling: Why 100 AI Agents Can't Outcode Amdahl's Law"](https://www.youtube.com/watch?v=_0WwSvUjYZw)
+- [Rust Fundamentals COURSE PREVIEW - Basic components of RUST code](https://www.youtube.com/watch?v=25AKa3ogpT8)
 <!-- 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)