diff --git a/README.md b/README.md
index f16de5c01..efcada054 100644
--- a/README.md
+++ b/README.md
@@ -1,16 +1,18 @@
-## Pragmatic AI Labs 👋
+## 🎓 Pragmatic AI Labs | Join 1M+ ML Engineers
 
-* [✨Pragmatic AI Labs](ds500.paiml.com) [builds courses on edX](https://insight.paiml.com/d69)
-* [ 💬 Join our Discord community]([https://discord.gg/ZrjWxKay](https://insight.paiml.com/iw2))
+### 🔥 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
 
-### Two Elite Master’s Degrees Worth of edX Programs 👇
+### 🚀 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
 
-* 📚[LLMOps](https://insight.paiml.com/j8t)
-* 📚[Rust Programming](https://insight.paiml.com/hf6)
-* 📚[MLOps](https://insight.paiml.com/ear)
-* 📚[Generative AI Fundamentals](https://insight.paiml.com/i7f)
-* 📚[Cloud Computing](https://insight.paiml.com/ccn)
-* 📚[Data Engineering](https://insight.paiml.com/36g) 
+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)
@@ -113,13 +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 Stream: The Rise of Linux Desktop for Professionals](https://www.youtube.com/watch?v=-PC6mjEvM9g)
-- [The Rise of Linux Desktop for Professionals](https://www.youtube.com/watch?v=8z6wMkKGalw)
-- [AWS Global Infrastructure: Regions, Availability Zones, and Edge Locations](https://www.youtube.com/watch?v=qAaSS8ySq3U)
-- [Pet vs Cattle - Antipatterns](https://www.youtube.com/watch?v=kdPgWLGtB-M)
-- [Cattle, Not Pets: The Smartphone Trap](https://www.youtube.com/watch?v=nsYZuDBBqw0)
-- [Cuckoo's Egg Dilemma - Creator vs Consumer](https://www.youtube.com/watch?v=UaB4K6idA7A)
-- [Cuckoo Egg Dilemma:  Creator vs Consumer](https://www.youtube.com/watch?v=0CfK5G05_T8)
+- [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