diff --git a/.github/workflows/test_examples.yml b/.github/workflows/test_examples.yml
index b3b1040..ae6fa98 100644
--- a/.github/workflows/test_examples.yml
+++ b/.github/workflows/test_examples.yml
@@ -16,7 +16,7 @@ jobs:
         # test with oldest supported Python version only (for slow tests)
         python-version: ["3.10"]
 
-        demo:
+        example:
           - simple
           - cfd
 
@@ -46,7 +46,7 @@ jobs:
           uv sync --extra dev --frozen
 
       - name: Run example
-        working-directory: demo/${{matrix.demo}}
+        working-directory: examples/${{matrix.example}}
         run: |
           uv pip install jupyter
           uv run --no-sync jupyter nbconvert --to notebook --execute demo.ipynb
diff --git a/README.md b/README.md
index d99af42..3d90f99 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
 `tesseract-jax` executes [Tesseracts](https://github.com/pasteurlabs/tesseract-core) as part of [JAX](https://github.com/jax-ml/jax) programs, with full support for function transformations like JIT, `grad`, and more.
 
 [Read the docs](https://docs.pasteurlabs.ai/projects/tesseract-jax/latest/) |
-[Explore the demos](https://github.com/pasteurlabs/tesseract-jax/tree/main/demo) |
+[Explore the examples](https://github.com/pasteurlabs/tesseract-jax/tree/main/examples) |
 [Report an issue](https://github.com/pasteurlabs/tesseract-jax/issues) |
 [Talk to the community](https://si-tesseract.discourse.group/) |
 [Contribute](CONTRIBUTING.md)
@@ -31,7 +31,7 @@ The API of Tesseract-JAX consists of a single function, [`apply_tesseract(tesser
 2. Build an example Tesseract:
 
    ```bash
-   $ tesseract build demo/simple/vectoradd_jax
+   $ tesseract build examples/simple/vectoradd_jax
    ```
 
 3. Use it as part of a JAX program via the JAX-native `apply_tesseract` function:
@@ -44,26 +44,28 @@ The API of Tesseract-JAX consists of a single function, [`apply_tesseract(tesser
 
    # Load the Tesseract
    t = Tesseract.from_image("vectoradd_jax")
+   t.serve()
 
    # Run it with JAX
-   x = jnp.ones((1000, 1000))
-   y = jnp.ones((1000, 1000))
+   x = jnp.ones((1000,))
+   y = jnp.ones((1000,))
 
-   def vector_add(x, y):
-       return apply_tesseract(t, x, y)
+   def vector_sum(x, y):
+       res = apply_tesseract(t, {"a": {"v": x}, "b": {"v": y}})
+       return res["vector_add"]["result"].sum()
 
-    vector_add(x, y) # success!
+   vector_sum(x, y) # success!
 
-    # You can also use it with JAX transformations like JIT and grad
-    vector_add_jit = jax.jit(vector_add)
-    vector_add_jit(x, y)
+   # You can also use it with JAX transformations like JIT and grad
+   vector_sum_jit = jax.jit(vector_sum)
+   vector_sum_jit(x, y)
 
-    vector_add_grad = jax.grad(vector_add)
-    vector_add_grad(x, y)
+   vector_sum_grad = jax.grad(vector_sum)
+   vector_sum_grad(x, y)
     ```
 
 > [!TIP]
-> Now you're ready to jump into our [demos](https://github.com/pasteurlabs/tesseract-jax/tree/main/demo) for more examples on how to use Tesseract-JAX.
+> Now you're ready to jump into our [examples](https://github.com/pasteurlabs/tesseract-jax/tree/main/examples) for more ways to use Tesseract-JAX.
 
 ## Sharp edges
 
diff --git a/demo/cfd/Readme.md b/demo/cfd/Readme.md
deleted file mode 100644
index b489597..0000000
--- a/demo/cfd/Readme.md
+++ /dev/null
@@ -1,5 +0,0 @@
-# Differentiable CFD Demo
-
-This demo shows how to perform gradient-based optimization through a differentiable CFD simulator using Tesseract-JAX. We optimize the initial condition of [JAX-CFD](https://github.com/google/jax-cfd) setup running inside a Tesseract.
-
-![CFD](vorticity.gif)
diff --git a/demo/simple/README.md b/demo/simple/README.md
deleted file mode 100644
index e69de29..0000000
diff --git a/docs/conf.py b/docs/conf.py
index 82d1aca..b62834d 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -7,12 +7,14 @@
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#project-information
 
 import re
+import shutil
+from pathlib import Path
 
 from tesseract_jax import __version__
 
-project = "tesseract-jax"
-copyright = "2025, The tesseract-jax Team @ Pasteur Labs"
-author = "The tesseract-jax Team @ Pasteur Labs"
+project = "Tesseract-JAX"
+copyright = "2025, Pasteur Labs"
+author = "The Tesseract-JAX Team @ Pasteur Labs + OSS contributors"
 
 # The short X.Y version
 parsed_version = re.match(r"(\d+\.\d+\.\d+)", __version__)
@@ -28,12 +30,16 @@
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
 
 extensions = [
-    "myst_parser",
+    "myst_nb",  # This is myst-parser + jupyter notebook support
     "sphinx.ext.intersphinx",
     "sphinx.ext.autodoc",
     "sphinx.ext.napoleon",
     "sphinx.ext.viewcode",
     "sphinx_autodoc_typehints",
+    # Copy button for code blocks
+    "sphinx_copybutton",
+    # OpenGraph metadata for social media sharing
+    "sphinxext.opengraph",
 ]
 
 myst_enable_extensions = [
@@ -62,6 +68,18 @@
 html_theme_options = {
     "light_logo": "logo-light.png",
     "dark_logo": "logo-dark.png",
-    "sidebar_hide_name": False,
+    "sidebar_hide_name": True,
 }
 html_css_files = ["custom.css"]
+
+
+# -- Handle Jupyter notebooks ------------------------------------------------
+
+# Do not execute notebooks during build (just take existing output)
+nb_execution_mode = "off"
+
+# Copy example notebooks to demo_notebooks folder on every build
+for example_notebook in Path("../examples").glob("*/demo.ipynb"):
+    # Copy the example notebook to the docs folder
+    dest = (Path("demo_notebooks") / example_notebook.parent.name).with_suffix(".ipynb")
+    shutil.copyfile(example_notebook, dest)
diff --git a/docs/content/api.md b/docs/content/api.md
index 82fc5f6..3c28085 100644
--- a/docs/content/api.md
+++ b/docs/content/api.md
@@ -1,4 +1,4 @@
-# API documentation
+# API reference
 
 ```{eval-rst}
 .. automodule:: tesseract_jax
diff --git a/docs/content/get-started.md b/docs/content/get-started.md
new file mode 100644
index 0000000..0232fc6
--- /dev/null
+++ b/docs/content/get-started.md
@@ -0,0 +1,79 @@
+# Get started
+
+`tesseract-jax` executes [Tesseracts](https://github.com/pasteurlabs/tesseract-core) as part of JAX programs, with full support for function transformations like JIT, `grad`, `jvp`, and more.
+
+The API of Tesseract-JAX consists of a single function, [`apply_tesseract(tesseract_client, inputs)`](tesseract_jax.apply_tesseract), which is fully traceable by JAX. This enables end-to-end autodifferentiation and JIT compilation of Tesseract-based pipelines.
+
+## Quick start
+
+```{note}
+Before proceeding, make sure you have a [working installation of Docker](https://docs.docker.com/engine/install/) and a modern Python installation (Python 3.10+).
+```
+
+```{seealso}
+For more detailed installation instructions, please refer to the [Tesseract Core documentation](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/introduction/installation.html).
+```
+
+1. Install Tesseract-JAX:
+
+   ```bash
+   $ pip install tesseract-jax
+   ```
+
+2. Build an example Tesseract:
+
+   ```bash
+   $ tesseract build examples/simple/vectoradd_jax
+   ```
+
+3. Use it as part of a JAX program:
+
+   ```python
+   import jax
+   import jax.numpy as jnp
+   from tesseract_core import Tesseract
+   from tesseract_jax import apply_tesseract
+
+   # Load the Tesseract
+   t = Tesseract.from_image("vectoradd_jax")
+   t.serve()
+
+   # Run it with JAX
+   x = jnp.ones((1000,))
+   y = jnp.ones((1000,))
+
+   def vector_sum(x, y):
+       res = apply_tesseract(t, {"a": {"v": x}, "b": {"v": y}})
+       return res["vector_add"]["result"].sum()
+
+   vector_sum(x, y) # success!
+
+   # You can also use it with JAX transformations like JIT and grad
+   vector_sum_jit = jax.jit(vector_sum)
+   vector_sum_jit(x, y)
+
+   vector_sum_grad = jax.grad(vector_sum)
+   vector_sum_grad(x, y)
+   ```
+
+```{tip}
+Now you're ready to jump into our [examples](https://github.com/pasteurlabs/tesseract-jax/tree/main/examples) for ways to use Tesseract-JAX.
+```
+
+## Sharp edges
+
+- **Arrays vs. array-like objects**: Tesseract-JAX ist stricter than Tesseract Core in that all array inputs to Tesseracts must be JAX or NumPy arrays, not just any array-like (such as Python floats or lists). As a result, you may need to convert your inputs to JAX arrays before passing them to Tesseract-JAX, including scalar values.
+
+  ```python
+  from tesseract_core import Tesseract
+  from tesseract_jax import apply_tesseract
+
+  tess = Tesseract.from_image("vectoradd")
+  apply_tesseract(tess, {"a": 1.0, "b": 2.0})  # ❌ raises an error
+  apply_tesseract(tess, {"a": jnp.array(1.0), "b": jnp.array(2.0)})  # ✅ works
+  ```
+- **Additional required endpoints**: Tesseract-JAX requires the [`abstract_eval`](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/api/endpoints.html#abstract-eval) Tesseract endpoint to be defined for all operations. This is because JAX mandates abstract evaluation of all operations before they are executed. Additionally, many gradient transformations like `jax.grad` require [`vector_jacobian_product`](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/api/endpoints.html#vector-jacobian-product) to be defined.
+
+```{tip}
+When creating a new Tesseract based on a JAX function, use `tesseract init --recipe jax` to define all required endpoints automatically, including `abstract_eval` and `vector_jacobian_product`.
+```
diff --git a/docs/demo_notebooks/.gitignore b/docs/demo_notebooks/.gitignore
new file mode 100644
index 0000000..fa65608
--- /dev/null
+++ b/docs/demo_notebooks/.gitignore
@@ -0,0 +1 @@
+*.ipynb
diff --git a/docs/index.md b/docs/index.md
index 2306642..fa73ba4 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -1,93 +1,39 @@
-# tesseract-jax
+# Tesseract-JAX
 
-`tesseract-jax` executes [Tesseracts](https://github.com/pasteurlabs/tesseract-core) as part of JAX programs, with full support for function transformations like JIT, `grad`, `jvp`, and more.
-
-The API of Tesseract-JAX consists of a single function, [`apply_tesseract(tesseract_client, inputs)`](tesseract_jax.apply_tesseract), which is fully traceable by JAX. This enables end-to-end autodifferentiation and JIT compilation of Tesseract-based pipelines.
-
-## Quick start
-
-```{note}
-Before proceeding, make sure you have a [working installation of Docker](https://docs.docker.com/engine/install/) and a modern Python installation (Python 3.10+).
-```
-
-```{seealso}
-For more detailed installation instructions, please refer to the [Tesseract Core documentation](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/introduction/installation.html).
+```{include} content/get-started.md
+:start-line: 2
 ```
 
-1. Install Tesseract-JAX:
-
-   ```bash
-   $ pip install tesseract-jax
-   ```
-
-2. Build an example Tesseract:
-
-   ```bash
-   $ tesseract build demo/simple/vectoradd_jax
-   ```
-
-3. Use it as part of a JAX program:
-
-   ```python
-   import jax
-   import jax.numpy as jnp
-   from tesseract_core import Tesseract
-   from tesseract_jax import apply_tesseract
-
-   # Load the Tesseract
-   t = Tesseract.from_image("vectoradd_jax")
-
-   # Run it with JAX
-   x = jnp.ones((1000, 1000))
-   y = jnp.ones((1000, 1000))
+## License
 
-   def vector_add(x, y):
-       return apply_tesseract(t, x, y)
+Tesseract JAX is licensed under the [Apache License 2.0](https://github.com/pasteurlabs/tesseract-jax/LICENSE) and is free to use, modify, and distribute (under the terms of the license).
 
-    vector_add(x, y) # success!
+Tesseract is a registered trademark of Pasteur Labs, Inc. and may not be used without permission.
 
-    # You can also use it with JAX transformations like JIT and grad
-    vector_add_jit = jax.jit(vector_add)
-    vector_add_jit(x, y)
 
-    vector_add_grad = jax.grad(vector_add)
-    vector_add_grad(x, y)
-    ```
+```{toctree}
+:caption: Usage
+:maxdepth: 2
+:hidden:
 
-```{tip}
-Now you're ready to jump into our [demos](https://github.com/pasteurlabs/tesseract-jax/tree/main/demo) for more examples on how to use Tesseract-JAX.
+content/get-started
+content/api
 ```
 
-## Sharp edges
-
-- **Arrays vs. array-like objects**: Tesseract-JAX ist stricter than Tesseract Core in that all array inputs to Tesseracts must be JAX or NumPy arrays, not just any array-like (such as Python floats or lists). As a result, you may need to convert your inputs to JAX arrays before passing them to Tesseract-JAX, including scalar values.
-
-  ```python
-  from tesseract_core import Tesseract
-  from tesseract_jax import apply_tesseract
-
-  tess = Tesseract.from_image("vectoradd")
-  apply_tesseract(tess, {"a": 1.0, "b": 2.0})  # ❌ raises an error
-  apply_tesseract(tess, {"a": jnp.array(1.0), "b": jnp.array(2.0)})  # ✅ works
-  ```
-- **Additional required endpoints**: Tesseract-JAX requires the [`abstract_eval`](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/api/endpoints.html#abstract-eval) Tesseract endpoint to be defined for all operations. This is because JAX mandates abstract evaluation of all operations before they are executed. Additionally, many gradient transformations like `jax.grad` require [`vector_jacobian_product`](https://docs.pasteurlabs.ai/projects/tesseract-core/latest/content/api/endpoints.html#vector-jacobian-product) to be defined.
+```{toctree}
+:caption: Examples
+:maxdepth: 2
+:hidden:
 
-```{tip}
-When creating a new Tesseract based on a JAX function, use `tesseract init --recipe jax` to define all required endpoints automatically, including `abstract_eval` and `vector_jacobian_product`.
+demo_notebooks/simple.ipynb
+demo_notebooks/cfd.ipynb
 ```
 
 ```{toctree}
-:caption: Contents
+:caption: See also
 :maxdepth: 2
 :hidden:
 
-content/api
-Tesseract Core documentation <https://docs.pasteurlabs.ai/projects/tesseract-core/latest/>
+Tesseract Core docs <https://docs.pasteurlabs.ai/projects/tesseract-core/latest/>
 Tesseract User Forums <https://si-tesseract.discourse.group/>
 ```
-
-## License
-
-Tesseract JAX is licensed under the [Apache License 2.0](https://github.com/pasteurlabs/tesseract-jax/LICENSE) and is free to use, modify, and distribute (under the terms of the license).
-
-Tesseract is a registered trademark of Pasteur Labs, Inc. and may not be used without permission.
diff --git a/docs/static/logo-dark.png b/docs/static/logo-dark.png
index f0a9c3e..e64156c 100644
Binary files a/docs/static/logo-dark.png and b/docs/static/logo-dark.png differ
diff --git a/docs/static/logo-light.png b/docs/static/logo-light.png
index a3cc43b..58b5907 100644
Binary files a/docs/static/logo-light.png and b/docs/static/logo-light.png differ
diff --git a/examples/README.md b/examples/README.md
new file mode 100644
index 0000000..e7a09f3
--- /dev/null
+++ b/examples/README.md
@@ -0,0 +1,8 @@
+# Tesseract-JAX examples
+
+This directory contains example Tesseract configurations, notebooks. and scripts demonstrating how to use Tesseract-JAX in various contexts. Each example is self-contained and can be run independently.
+
+## Examples
+
+- [Simple](simple/demo.ipynb): A basic example of using Tesseract-JAX with a simple vector addition task. It demonstrates how to build a Tesseract and execute it within JAX.
+- [CFD](cfd/demo.ipynb): A more complex example demonstrating how to use Tesseract-JAX to differentiate through a computational fluid dynamics (CFD) simulation Tesseract.
diff --git a/demo/cfd/cfd-tesseract/tesseract_api.py b/examples/cfd/cfd-tesseract/tesseract_api.py
similarity index 100%
rename from demo/cfd/cfd-tesseract/tesseract_api.py
rename to examples/cfd/cfd-tesseract/tesseract_api.py
diff --git a/demo/cfd/cfd-tesseract/tesseract_config.yaml b/examples/cfd/cfd-tesseract/tesseract_config.yaml
similarity index 100%
rename from demo/cfd/cfd-tesseract/tesseract_config.yaml
rename to examples/cfd/cfd-tesseract/tesseract_config.yaml
diff --git a/demo/cfd/cfd-tesseract/tesseract_requirements.txt b/examples/cfd/cfd-tesseract/tesseract_requirements.txt
similarity index 100%
rename from demo/cfd/cfd-tesseract/tesseract_requirements.txt
rename to examples/cfd/cfd-tesseract/tesseract_requirements.txt
diff --git a/demo/cfd/demo.ipynb b/examples/cfd/demo.ipynb
similarity index 96%
rename from demo/cfd/demo.ipynb
rename to examples/cfd/demo.ipynb
index 0f2656b..57ec281 100644
--- a/demo/cfd/demo.ipynb
+++ b/examples/cfd/demo.ipynb
@@ -4,7 +4,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# tesseract-jax executes a CFD Tesseract\n",
+    "# Gradient-based optimization of fluid flows\n",
+    "\n",
+    "<div class=\"admonition note alert alert-warning\">\n",
+    "<p class=\"admonition-title\">Note</p>\n",
+    "\n",
+    "All examples are expected to run from the `examples/<example_name>` directory of the [Tesseract-JAX repository](https://github.com/pasteurlabs/tesseract-jax).\n",
+    "</div>\n",
     "\n",
     "`cfd-tesseract` is a differentiable Navier-Stokes solver based on [JAX-CFD](https://github.com/google/jax-cfd) that is wrapped in a Tesseract. "
    ]
@@ -19,8 +25,8 @@
      "output_type": "stream",
      "text": [
       "\u001b[2K \u001b[1;2m[\u001b[0m\u001b[34mi\u001b[0m\u001b[1;2m]\u001b[0m Building image \u001b[33m...\u001b[0m\n",
-      "\u001b[2K\u001b[37m⠏\u001b[0m \u001b[37mProcessing\u001b[0m\n",
-      "\u001b[1A\u001b[2K \u001b[1;2m[\u001b[0m\u001b[34mi\u001b[0m\u001b[1;2m]\u001b[0m Built image sh\u001b[1;92ma256:fd2a\u001b[0m8eca0747, \u001b[1m[\u001b[0m\u001b[32m'jax-cfd:latest'\u001b[0m\u001b[1m]\u001b[0m\n"
+      "\u001b[2K\u001b[37m⠇\u001b[0m \u001b[37mProcessing\u001b[0m\n",
+      "\u001b[1A\u001b[2K \u001b[1;2m[\u001b[0m\u001b[34mi\u001b[0m\u001b[1;2m]\u001b[0m Built image sh\u001b[1;92ma256:f406\u001b[0m2f9eaf4b, \u001b[1m[\u001b[0m\u001b[32m'jax-cfd:latest'\u001b[0m\u001b[1m]\u001b[0m\n"
      ]
     },
     {
@@ -46,32 +52,6 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Looking in indexes: https://pkgs.dev.azure.com/pasteur-labs/d89796ea-4a5b-48aa-9930-4cebcdc9d64a/_packaging/internal/pypi/simple, https://pypi.org/simple\n",
-      "Requirement already satisfied: jax_cfd in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from -r requirements.txt (line 1)) (0.2.1)\n",
-      "Requirement already satisfied: matplotlib in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from -r requirements.txt (line 2)) (3.10.0)\n",
-      "Requirement already satisfied: pillow in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from -r requirements.txt (line 3)) (11.1.0)\n",
-      "Requirement already satisfied: optax in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from -r requirements.txt (line 4)) (0.2.4)\n",
-      "Requirement already satisfied: jax in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from jax_cfd->-r requirements.txt (line 1)) (0.5.2)\n",
-      "Requirement already satisfied: numpy in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from jax_cfd->-r requirements.txt (line 1)) (2.2.0)\n",
-      "Requirement already satisfied: scipy in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from jax_cfd->-r requirements.txt (line 1)) (1.15.0)\n",
-      "Requirement already satisfied: tree-math in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from jax_cfd->-r requirements.txt (line 1)) (0.2.1)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (1.3.1)\n",
-      "Requirement already satisfied: cycler>=0.10 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (4.55.8)\n",
-      "Requirement already satisfied: kiwisolver>=1.3.1 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (1.4.8)\n",
-      "Requirement already satisfied: packaging>=20.0 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (24.2)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (3.2.1)\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from matplotlib->-r requirements.txt (line 2)) (2.9.0.post0)\n",
-      "Requirement already satisfied: absl-py>=0.7.1 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from optax->-r requirements.txt (line 4)) (2.1.0)\n",
-      "Requirement already satisfied: chex>=0.1.87 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from optax->-r requirements.txt (line 4)) (0.1.88)\n",
-      "Requirement already satisfied: jaxlib>=0.4.27 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from optax->-r requirements.txt (line 4)) (0.5.1)\n",
-      "Requirement already satisfied: etils[epy] in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from optax->-r requirements.txt (line 4)) (1.11.0)\n",
-      "Requirement already satisfied: typing_extensions>=4.2.0 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from chex>=0.1.87->optax->-r requirements.txt (line 4)) (4.12.2)\n",
-      "Requirement already satisfied: setuptools in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from chex>=0.1.87->optax->-r requirements.txt (line 4)) (75.6.0)\n",
-      "Requirement already satisfied: toolz>=0.9.0 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from chex>=0.1.87->optax->-r requirements.txt (line 4)) (1.0.0)\n",
-      "Requirement already satisfied: ml_dtypes>=0.4.0 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from jax->jax_cfd->-r requirements.txt (line 1)) (0.5.1)\n",
-      "Requirement already satisfied: opt_einsum in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from jax->jax_cfd->-r requirements.txt (line 1)) (3.4.0)\n",
-      "Requirement already satisfied: six>=1.5 in /Users/dion/.virtualenvs/science/lib/python3.12/site-packages (from python-dateutil>=2.7->matplotlib->-r requirements.txt (line 2)) (1.17.0)\n",
       "\n",
       "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m25.0\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m25.0.1\u001b[0m\n",
       "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
@@ -81,7 +61,7 @@
    ],
    "source": [
     "# Install additional requirements\n",
-    "%pip install -r requirements.txt"
+    "%pip install -r requirements.txt -q"
    ]
   },
   {
diff --git a/demo/cfd/pl.png b/examples/cfd/pl.png
similarity index 100%
rename from demo/cfd/pl.png
rename to examples/cfd/pl.png
diff --git a/demo/cfd/requirements.txt b/examples/cfd/requirements.txt
similarity index 100%
rename from demo/cfd/requirements.txt
rename to examples/cfd/requirements.txt
diff --git a/demo/cfd/vorticity.gif b/examples/cfd/vorticity.gif
similarity index 100%
rename from demo/cfd/vorticity.gif
rename to examples/cfd/vorticity.gif
diff --git a/demo/simple/demo.ipynb b/examples/simple/demo.ipynb
similarity index 96%
rename from demo/simple/demo.ipynb
rename to examples/simple/demo.ipynb
index 00baf1a..c4b8e02 100644
--- a/demo/simple/demo.ipynb
+++ b/examples/simple/demo.ipynb
@@ -4,7 +4,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# tesseract-jax Basic Example\n",
+    "# Basic example\n",
+    "\n",
+    "<div class=\"admonition note alert alert-warning\">\n",
+    "<p class=\"admonition-title\">Note</p>\n",
+    "\n",
+    "All examples are expected to run from the `examples/<example_name>` directory of the [Tesseract-JAX repository](https://github.com/pasteurlabs/tesseract-jax).\n",
+    "</div>\n",
     "\n",
     "Tesseract-JAX is a lightweight extension to Tesseract Core that makes Tesseracts look and feel like regular JAX primitives, and makes them jittable and differentiable.\n",
     "\n",
diff --git a/demo/simple/vectoradd_jax/tesseract_api.py b/examples/simple/vectoradd_jax/tesseract_api.py
similarity index 100%
rename from demo/simple/vectoradd_jax/tesseract_api.py
rename to examples/simple/vectoradd_jax/tesseract_api.py
diff --git a/demo/simple/vectoradd_jax/tesseract_config.yaml b/examples/simple/vectoradd_jax/tesseract_config.yaml
similarity index 100%
rename from demo/simple/vectoradd_jax/tesseract_config.yaml
rename to examples/simple/vectoradd_jax/tesseract_config.yaml
diff --git a/demo/simple/vectoradd_jax/tesseract_requirements.txt b/examples/simple/vectoradd_jax/tesseract_requirements.txt
similarity index 100%
rename from demo/simple/vectoradd_jax/tesseract_requirements.txt
rename to examples/simple/vectoradd_jax/tesseract_requirements.txt
diff --git a/production.uv.lock b/production.uv.lock
index ea1716c..3f059ff 100644
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 version = "0.46.2"
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 ]
 
+[[package]]
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+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+]
+
 [[package]]
 name = "tesseract-core"
 version = "0.8.4"
@@ -1896,7 +2702,7 @@ dependencies = [
 [package.optional-dependencies]
 dev = [
     { name = "furo" },
-    { name = "myst-parser" },
+    { name = "myst-nb" },
     { name = "pre-commit" },
     { name = "pytest" },
     { name = "pytest-cov" },
@@ -1905,29 +2711,35 @@ dev = [
     { name = "sphinx", version = "8.2.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "sphinx-autodoc-typehints", version = "3.0.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "sphinx-autodoc-typehints", version = "3.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "sphinx-copybutton" },
+    { name = "sphinxext-opengraph" },
     { name = "tesseract-core", extra = ["runtime"] },
     { name = "typeguard" },
 ]
 docs = [
     { name = "furo" },
-    { name = "myst-parser" },
+    { name = "myst-nb" },
     { name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "sphinx", version = "8.2.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "sphinx-autodoc-typehints", version = "3.0.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
     { name = "sphinx-autodoc-typehints", version = "3.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "sphinx-copybutton" },
+    { name = "sphinxext-opengraph" },
 ]
 
 [package.metadata]
 requires-dist = [
     { name = "furo", marker = "extra == 'docs'" },
     { name = "jax" },
-    { name = "myst-parser", marker = "extra == 'docs'" },
+    { name = "myst-nb", marker = "extra == 'docs'" },
     { name = "pre-commit", marker = "extra == 'dev'" },
     { name = "pytest", marker = "extra == 'dev'" },
     { name = "pytest-cov", marker = "extra == 'dev'" },
     { name = "requests", marker = "extra == 'dev'" },
     { name = "sphinx", marker = "extra == 'docs'" },
     { name = "sphinx-autodoc-typehints", marker = "extra == 'docs'" },
+    { name = "sphinx-copybutton", marker = "extra == 'docs'" },
+    { name = "sphinxext-opengraph", marker = "extra == 'docs'" },
     { name = "tesseract-core" },
     { name = "tesseract-core", extras = ["runtime"], marker = "extra == 'dev'" },
     { name = "tesseract-jax", extras = ["docs"], marker = "extra == 'dev'" },
@@ -1974,6 +2786,33 @@ wheels = [
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 ]
 
+[[package]]
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+version = "6.4.2"
+source = { registry = "https://pypi.org/simple" }
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+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/61/cc/58b1adeb1bb46228442081e746fcdbc4540905c87e8add7c277540934edb/tornado-6.4.2-cp38-abi3-win_amd64.whl", hash = "sha256:908b71bf3ff37d81073356a5fadcc660eb10c1476ee6e2725588626ce7e5ca38", size = 438907 },
+]
+
+[[package]]
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+version = "5.14.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/eb/79/72064e6a701c2183016abbbfedaba506d81e30e232a68c9f0d6f6fcd1574/traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7", size = 161621 }
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 [[package]]
 name = "typeguard"
 version = "4.4.2"
@@ -2059,6 +2898,15 @@ wheels = [
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 ]
 
+[[package]]
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+version = "0.2.13"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/6c/63/53559446a878410fc5a5974feb13d31d78d752eb18aeba59c7fef1af7598/wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5", size = 101301 }
+wheels = [
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+]
+
 [[package]]
 name = "wrapt"
 version = "1.17.2"
@@ -2221,3 +3069,12 @@ wheels = [
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 ]
+
+[[package]]
+name = "zipp"
+version = "3.21.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/50/bad581df71744867e9468ebd0bcd6505de3b275e06f202c2cb016e3ff56f/zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4", size = 24545 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/1a/7e4798e9339adc931158c9d69ecc34f5e6791489d469f5e50ec15e35f458/zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931", size = 9630 },
+]
diff --git a/pyproject.toml b/pyproject.toml
index 132183d..325f44f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,7 +21,9 @@ docs = [
     "sphinx",
     "sphinx_autodoc_typehints",
     "furo",
-    "myst-parser",
+    "myst-nb",
+    "sphinx_copybutton",
+    "sphinxext_opengraph",
 ]
 # TODO: add dev dependencies here *and* in requirements-dev.txt
 dev = [
diff --git a/ruff.toml b/ruff.toml
index 2a2b674..e817b62 100644
--- a/ruff.toml
+++ b/ruff.toml
@@ -44,7 +44,7 @@ ignore = [
 [lint.extend-per-file-ignores]
 # Ignore missing docstrings and type annotations for selected directories
 "tests/*" = ["D101", "D102", "D103", "ANN"]
-"demo/*" = ["D101", "D102", "D103", "ANN"]
+"examples/*" = ["D101", "D102", "D103", "ANN"]
 
 [lint.pydocstyle]
 convention = "google"