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diff --git a/docs/source/index.rst b/docs/source/index.rst
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--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -11,7 +11,6 @@ JAX AI Stack
 
    install
    getting_started
-   more_learning
 
 .. toctree::
    :hidden:
@@ -52,3 +51,4 @@ JAX AI Stack
    news
    events
    videos
+   more_learning
diff --git a/docs/source/more_learning.md b/docs/source/more_learning.md
index ff7f2e2..025527d 100644
--- a/docs/source/more_learning.md
+++ b/docs/source/more_learning.md
@@ -1,3 +1,15 @@
-# More Learning Resources
+# Learning resources
+
+## Intro to JAX & TPUs
+
+Learn more about TPUs, how they work, and how to use JAX and Pallas to use TPUs effectively in this [Intro to JAX & TPUs slide deck](_static/resources/jax_and_tpus_casml.pdf) and [video](https://rsvp.withgoogle.com/events/intro-to-jax-and-google-tpu-for-casml-attendees/sessions/inro-to-jax-and-google-tpu).
+
+## Megablocks
+
+[Megablocks](https://arxiv.org/pdf/2211.15841) is a library for building large-scale machine learning models with JAX.
+
+Check out [this presentation](_static/resources/megablocks_jax.pdf) and watch [this video](https://www.youtube.com/watch?v=tWkMj6lUp1c) for an overview of Megablocks and its capabilities, including dealing with sparsity and *ragged dot* operations.
+
+## More learning resources
 
 In https://goo.gle/learning-jax, you can find a curated list of learning resources about JAX and the JAX AI Stack, including slide decks, coding exercises and quick references.
diff --git a/docs/source/videos.md b/docs/source/videos.md
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--- a/docs/source/videos.md
+++ b/docs/source/videos.md
@@ -3,3 +3,5 @@
 A collection of videos related to the JAX AI Stack, including talks, tutorials, and presentations.
 
 - [JAX DevLab 2025 Playlist](https://www.youtube.com/playlist?list=PLlFotmaRrOztzhilpCT4vBsa0R9hz5ADD)
+- Learn more about TPUs, how they work, and how to use JAX and Pallas to use TPUs effectively in this [video](https://rsvp.withgoogle.com/events/intro-to-jax-and-google-tpu-for-casml-attendees/sessions/inro-to-jax-and-google-tpu).
+- Watch [this video](https://www.youtube.com/watch?v=tWkMj6lUp1c) for an overview of [Megablocks](https://arxiv.org/pdf/2211.15841), a library for building large-scale machine learning models with JAX.