diff --git a/.gitignore b/.gitignore
index 87620ac..66ccc78 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,2 @@
 .ipynb_checkpoints/
+__marimo__
diff --git a/README.txt b/README.txt
index eb4e814..5bc03c3 100644
--- a/README.txt
+++ b/README.txt
@@ -1,7 +1,8 @@
 chadbook
 ========
 
-minimal jupyter notebook boilerplate using uv.
+minimal notebook boilerplate using uv.
+supports jupyter and marimo.
 
 
 install uv
@@ -14,13 +15,45 @@ windows:
     powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex"
 
 
-run the notebook
-----------------
+run
+---
 
-    just run
+    just run      jupyter lab (notebook.ipynb)
+    just marimo   marimo editor (cube.py)
 
-or:
+or directly:
 
     uv run jupyter lab
+    uv run marimo edit cube.py
+
+
+marimo cell output
+------------------
+
+marimo cells have two outputs:
+- visual output: the expression BEFORE `return`
+- cell exports: what you `return` (available to other cells)
+
+example:
+
+    @app.cell
+    def _(mo):
+        widget = mo.ui.slider(1, 10)
+        widget          # <- displayed in notebook
+        return widget,  # <- shared with other cells
+
+if you only need display (no sharing):
+
+    @app.cell
+    def _(mo):
+        widget = mo.ui.slider(1, 10)
+        widget
+        return
+
+if you only need sharing (no display):
+
+    @app.cell
+    def _(mo):
+        widget = mo.ui.slider(1, 10)
+        return widget,
 
-opens in your browser. click notebook.ipynb.
diff --git a/cube.py b/cube.py
new file mode 100644
index 0000000..df0e408
--- /dev/null
+++ b/cube.py
@@ -0,0 +1,178 @@
+# pyright: reportUnusedExpression=false
+# marimo displays the expression before `return` as cell output
+import marimo
+
+__generated_with = "0.18.4"
+app = marimo.App()
+
+
+@app.cell
+def _():
+    import marimo as mo
+    import anywidget
+    import traitlets
+    return anywidget, mo, traitlets
+
+
+@app.cell
+def _():
+    return
+
+
+@app.cell
+def _():
+    vertices = [
+        (-1, -1, -1),
+        ( 1, -1, -1),
+        ( 1,  1, -1),
+        (-1,  1, -1),
+        (-1, -1,  1),
+        ( 1, -1,  1),
+        ( 1,  1,  1),
+        (-1,  1,  1),
+    ]
+
+    edges = [
+        (0, 1), (1, 2), (2, 3), (3, 0),
+        (4, 5), (5, 6), (6, 7), (7, 4),
+        (0, 4), (1, 5), (2, 6), (3, 7),
+    ]
+
+    print(f"{len(vertices)} vertices, {len(edges)} edges")
+    return
+
+
+@app.cell
+def _():
+    def project(x, y, z):
+        return (x / z, y / z)
+
+    x, y, z = 2, 1, 4
+    x_proj, y_proj = project(x, y, z)
+
+    print(f"3d point: ({x}, {y}, {z})")
+    print(f"2d projection: ({x_proj}, {y_proj})")
+    print("\nfarther away = smaller on screen")
+    return
+
+
+@app.cell
+def _(anywidget, mo, traitlets):
+    class StaticCubeWidget(anywidget.AnyWidget):
+        _esm = """
+    function render({ model, el }) {
+    const canvas = document.createElement('canvas');
+    canvas.width = 300;
+    canvas.height = 300;
+    canvas.style.background = '#111';
+    el.appendChild(canvas);
+
+    const ctx = canvas.getContext('2d');
+    const w = canvas.width, h = canvas.height;
+
+    const vertices = [
+        [-1,-1,-1], [1,-1,-1], [1,1,-1], [-1,1,-1],
+        [-1,-1, 1], [1,-1, 1], [1,1, 1], [-1,1, 1]
+    ];
+    const edges = [
+        [0,1],[1,2],[2,3],[3,0],
+        [4,5],[5,6],[6,7],[7,4],
+        [0,4],[1,5],[2,6],[3,7]
+    ];
+
+    function project(x, y, z) {
+        z += 4;
+        return [x/z * 100 + w/2, y/z * 100 + h/2];
+    }
+
+    ctx.strokeStyle = '#0f0';
+    ctx.lineWidth = 2;
+
+    for (const [i, j] of edges) {
+        const [x1, y1] = project(...vertices[i]);
+        const [x2, y2] = project(...vertices[j]);
+        ctx.beginPath();
+        ctx.moveTo(x1, y1);
+        ctx.lineTo(x2, y2);
+        ctx.stroke();
+    }
+    }
+    export default { render };
+    """
+        _css = ""
+        value = traitlets.Int(0).tag(sync=True)
+
+    static_cube = mo.ui.anywidget(StaticCubeWidget())
+    static_cube
+    return
+
+
+@app.cell
+def _(anywidget, mo, traitlets):
+    class SpinningCubeWidget(anywidget.AnyWidget):
+        _esm = """
+    function render({ model, el }) {
+    const canvas = document.createElement('canvas');
+    canvas.width = 300;
+    canvas.height = 300;
+    canvas.style.background = '#111';
+    el.appendChild(canvas);
+
+    const ctx = canvas.getContext('2d');
+    const w = canvas.width, h = canvas.height;
+
+    const vertices = [
+        [-1,-1,-1], [1,-1,-1], [1,1,-1], [-1,1,-1],
+        [-1,-1, 1], [1,-1, 1], [1,1, 1], [-1,1, 1]
+    ];
+    const edges = [
+        [0,1],[1,2],[2,3],[3,0],
+        [4,5],[5,6],[6,7],[7,4],
+        [0,4],[1,5],[2,6],[3,7]
+    ];
+
+    function rotateY(x, y, z, a) {
+        const c = Math.cos(a), s = Math.sin(a);
+        return [x*c - z*s, y, x*s + z*c];
+    }
+
+    function project(x, y, z) {
+        z += 4;
+        return [x/z * 100 + w/2, y/z * 100 + h/2];
+    }
+
+    let angle = 0;
+    function draw() {
+        ctx.fillStyle = '#111';
+        ctx.fillRect(0, 0, w, h);
+        ctx.strokeStyle = '#0f0';
+        ctx.lineWidth = 2;
+
+        for (const [i, j] of edges) {
+            const a = rotateY(...vertices[i], angle);
+            const b = rotateY(...vertices[j], angle);
+            const [x1, y1] = project(...a);
+            const [x2, y2] = project(...b);
+            ctx.beginPath();
+            ctx.moveTo(x1, y1);
+            ctx.lineTo(x2, y2);
+            ctx.stroke();
+        }
+
+        angle += 0.02;
+        requestAnimationFrame(draw);
+    }
+    draw();
+    }
+    export default { render };
+    """
+        _css = ""
+        value = traitlets.Int(0).tag(sync=True)
+
+    spinning_cube = mo.ui.anywidget(SpinningCubeWidget())
+    spinning_cube
+    return
+
+
+if __name__ == "__main__":
+    app.run()
diff --git a/justfile b/justfile
index 493bbc3..5bb8f50 100644
--- a/justfile
+++ b/justfile
@@ -5,3 +5,6 @@ default:
 
 run:
     uv run jupyter lab
+
+marimo:
+    uv run marimo edit
diff --git a/pyproject.toml b/pyproject.toml
index 59a5133..f3d7876 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ name = "chadbook"
 version = "0.1.0"
 description = "minimal jupyter notebook boilerplate with uv"
 requires-python = ">=3.11"
-dependencies = ["jupyter"]
+dependencies = ["jupyter", "marimo", "anywidget", "traitlets"]
 
 [tool.uv]
 dev-dependencies = []
diff --git a/uv.lock b/uv.lock
index 5779c2c..3ddbf86 100644
--- a/uv.lock
+++ b/uv.lock
@@ -19,6 +19,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7f/9c/36c5c37947ebfb8c7f22e0eb6e4d188ee2d53aa3880f3f2744fb894f0cb1/anyio-4.12.0-py3-none-any.whl", hash = "sha256:dad2376a628f98eeca4881fc56cd06affd18f659b17a747d3ff0307ced94b1bb", size = 113362, upload-time = "2025-11-28T23:36:57.897Z" },
 ]
 
+[[package]]
+name = "anywidget"
+version = "0.9.21"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "ipywidgets" },
+    { name = "psygnal" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/be/5e/cbea445bf062b81e4d366ca29dae4f0aedc7a64f384afc24670e07bec560/anywidget-0.9.21.tar.gz", hash = "sha256:b8d0172029ac426573053c416c6a587838661612208bb390fa0607862e594b27", size = 390517, upload-time = "2025-11-12T17:06:03.035Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/03/c17464bbf682ea87e7e3de2ddc63395e359a78ae9c01f55fc78759ecbd79/anywidget-0.9.21-py3-none-any.whl", hash = "sha256:78c268e0fbdb1dfd15da37fb578f9cf0a0df58a430e68d9156942b7a9391a761", size = 231797, upload-time = "2025-11-12T17:06:01.564Z" },
+]
+
 [[package]]
 name = "appnope"
 version = "0.1.4"
@@ -234,11 +248,19 @@ name = "chadbook"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
+    { name = "anywidget" },
     { name = "jupyter" },
+    { name = "marimo" },
+    { name = "traitlets" },
 ]
 
 [package.metadata]
-requires-dist = [{ name = "jupyter" }]
+requires-dist = [
+    { name = "anywidget" },
+    { name = "jupyter" },
+    { name = "marimo" },
+    { name = "traitlets" },
+]
 
 [package.metadata.requires-dev]
 dev = []
@@ -316,6 +338,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0a/4c/925909008ed5a988ccbb72dcc897407e5d6d3bd72410d69e051fc0c14647/charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f", size = 53402, upload-time = "2025-10-14T04:42:31.76Z" },
 ]
 
+[[package]]
+name = "click"
+version = "8.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -377,6 +411,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61", size = 25604, upload-time = "2021-03-08T10:59:24.45Z" },
 ]
 
+[[package]]
+name = "docutils"
+version = "0.22.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/b6/03bb70946330e88ffec97aefd3ea75ba575cb2e762061e0e62a213befee8/docutils-0.22.4.tar.gz", hash = "sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968", size = 2291750, upload-time = "2025-12-18T19:00:26.443Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/02/10/5da547df7a391dcde17f59520a231527b8571e6f46fc8efb02ccb370ab12/docutils-0.22.4-py3-none-any.whl", hash = "sha256:d0013f540772d1420576855455d050a2180186c91c15779301ac2ccb3eeb68de", size = 633196, upload-time = "2025-12-18T19:00:18.077Z" },
+]
+
 [[package]]
 name = "executing"
 version = "2.2.1"
@@ -536,6 +579,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042", size = 11321, upload-time = "2020-11-01T10:59:58.02Z" },
 ]
 
+[[package]]
+name = "itsdangerous"
+version = "2.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9c/cb/8ac0172223afbccb63986cc25049b154ecfb5e85932587206f42317be31d/itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173", size = 54410, upload-time = "2024-04-16T21:28:15.614Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/04/96/92447566d16df59b2a776c0fb82dbc4d9e07cd95062562af01e408583fc4/itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef", size = 16234, upload-time = "2024-04-16T21:28:14.499Z" },
+]
+
 [[package]]
 name = "jedi"
 version = "0.19.2"
@@ -826,6 +878,133 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/82/3d/14ce75ef66813643812f3093ab17e46d3a206942ce7376d31ec2d36229e7/lark-1.3.1-py3-none-any.whl", hash = "sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12", size = 113151, upload-time = "2025-10-27T18:25:54.882Z" },
 ]
 
+[[package]]
+name = "loro"
+version = "1.10.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/27/ea6f3298fc87ea5f2d60ebfbca088e7d9b2ceb3993f67c83bfb81778ec01/loro-1.10.3.tar.gz", hash = "sha256:68184ab1c2ab94af6ad4aaba416d22f579cabee0b26cbb09a1f67858207bbce8", size = 68833, upload-time = "2025-12-09T10:14:06.644Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7d/bb/61f36aac7981f84ffba922ac1220505365df3e064bc91c015790bff92007/loro-1.10.3-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:7ee0e1c9a6d0e4a1df4f1847d3b31cef8088860c1193442f131936d084bd3fe1", size = 3254532, upload-time = "2025-12-09T10:11:31.215Z" },
+    { url = "https://files.pythonhosted.org/packages/15/28/5708da252eb6be90131338b104e5030c9b815c41f9e97647391206bec092/loro-1.10.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d7225471b29a892a10589d7cf59c70b0e4de502fa20da675e9aaa1060c7703ae", size = 3055231, upload-time = "2025-12-09T10:11:16.111Z" },
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