diff --git a/docs_nnx/examples/core_examples.rst b/docs_nnx/examples/core_examples.rst
deleted file mode 100644
index e714fe74c..000000000
--- a/docs_nnx/examples/core_examples.rst
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@@ -1,30 +0,0 @@
-Core examples
-=============
-
-Core examples are hosted on the GitHub Flax repository in the `examples <https://github.com/google/flax/tree/main/examples>`__
-directory.
-
-Each example is designed to be **self-contained and easily forkable**, while
-reproducing relevant results in different areas of machine learning.
-
-Some of the examples below have a link "Interactive🕹" that lets you run them
-directly in Colab.
-
-Transformers
-********************
-
-- :octicon:`mark-github;0.9em` `Gemma <https://github.com/google/flax/tree/main/examples/gemma/>`__ :
-  A family of open-weights Large Language Model (LLM) by Google DeepMind, based on Gemini research and technology.
-
--  :octicon:`mark-github;0.9em` `LM1B <https://github.com/google/flax/tree/main/examples/lm1b/>`__ :
-   Transformer encoder trained on the One Billion Word Benchmark.
-
-
-- :octicon:`mark-github;0.9em` `Diffusion Models  <https://github.com/google/flax/tree/main/examples/digits_diffusion_model/>`__ :
-     A simple example of an image diffusion model using a U-Net architecture.
-
-Toy examples
-********************
-
-`NNX toy examples <https://github.com/google/flax/tree/main/examples/nnx_toy_examples/>`__
-directory contains a few smaller, standalone toy examples for simple training scenarios.
diff --git a/docs_nnx/examples/index.rst b/docs_nnx/examples/index.rst
index e283ee1fe..72b7df60d 100644
--- a/docs_nnx/examples/index.rst
+++ b/docs_nnx/examples/index.rst
@@ -1,10 +1,41 @@
 Examples
-========
+########
+
+NNX documentation contains two kinds of examples: example notebooks, which gradually introduce new concepts
+for applying NNX to different application areas, and example projects, which are more realistic representations
+of how nontrivial models should be implemented.
+
+
+Example Notebooks
+=================
+
+Example notebooks guide you through applying Flax models to a variety of different domains.
 
 .. toctree::
-   :maxdepth: 2
+   :maxdepth: 1
+
+   ./gemma
+   ./digits_diffusion_model
+
+
+Example Projects
+================
+
+Example projects are hosted on the GitHub Flax repository in the `examples <https://github.com/google/flax/tree/main/examples>`__
+directory.
+
+Each example is designed to be **self-contained and easily forkable**, while
+reproducing relevant results in different areas of machine learning.
+
+Transformers
+********************
 
-   gemma
-   core_examples
+- :octicon:`mark-github;0.9em` `Gemma <https://github.com/google/flax/tree/main/examples/gemma/>`__ :
+  A family of open-weights Large Language Model (LLM) by Google DeepMind, based on Gemini research and technology.
+  Gemma models training and evaluation script on the One Billion Word Benchmark (LM1B).
 
+Toy examples
+********************
 
+`NNX toy examples <https://github.com/google/flax/tree/main/examples/nnx_toy_examples/>`__
+directory contains a few smaller, standalone toy examples for simple training scenarios.