diff --git a/README.md b/README.md
index 9ed522335..837b21b81 100644
--- a/README.md
+++ b/README.md
@@ -99,13 +99,13 @@ Updates on new material post book release.
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 <!-- YOUTUBE-VIDEOS-LIST:START -->
-- [🤝 Python, Rust, MLOps, and Ethics - A Balanced Perspective PyCon Dubai](https://www.youtube.com/watch?v=NqgMM6fRNSs)
-- [🐍 Import Python in Rust - Leverage Existing Code](https://www.youtube.com/watch?v=-Jm-pNVQXCA)
-- [AWS Academy Machine Learning Module - Models, Data, Infrastructure](https://www.youtube.com/watch?v=9qzZ2Bcdrhw)
-- [AWS Academy Machine Learning Module - Models, Data, Infrastructure](https://www.youtube.com/watch?v=hTjTnAYqLDI)
-- [Importing Python in Rust with pyo3](https://www.youtube.com/watch?v=7Swu5X1HiNk)
-- [Generative AI Race to the Bottom - Game Theory and Suboptimal Outcomes](https://www.youtube.com/watch?v=C_00DRy7Fsk)
-- [Comparing Big Data Processing: Hadoop, Spark, EMR, and Hudi](https://www.youtube.com/watch?v=Cwi24Rx_ysU)
+- [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