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diff --git a/docs/source/_templates/navbar-top.html b/docs/source/_templates/navbar-top.html
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@@ -7,6 +7,7 @@
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
@@ -36,6 +36,15 @@ JAX AI Stack
JAX_Vision_transformer
JAX_time_series_classification
+.. toctree::
+ :hidden:
+ :caption: Learn more about the JAX AI Ecosystem
+ :maxdepth: 1
+
+ learn_ecosystem
+ jax_tpu_casml
+ megablocks
+
.. toctree::
:hidden:
:caption: Developer resources
diff --git a/docs/source/jax_tpu_casml.md b/docs/source/jax_tpu_casml.md
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+# 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).
diff --git a/docs/source/learn_ecosystem.md b/docs/source/learn_ecosystem.md
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+# The JAX Ecosystem: A Modular, Scalable, and High-Performance ML Ecosystem (Technical Report)
+
+The JAX AI ecosystem extends the JAX numerical core with a collection of Google-backed composable libraries, evolving it into a robust, end-to-end, open-source platform for Machine Learning at extreme scales. Learn more about the JAX AI Ecosystem in the [*The JAX Ecosystem: A Modular, Scalable, and High-Performance ML Ecosystem* Technical Report (pdf)](_static/resources/jax_ecosystem_technical_report.pdf) document.
diff --git a/docs/source/megablocks.md b/docs/source/megablocks.md
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+# 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.
diff --git a/docs/source/videos.md b/docs/source/videos.md
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+++ 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.