diff --git a/.github/actions/setup-uv-env/action.yml b/.github/actions/setup-uv-env/action.yml
index e8c5470..aebd66b 100644
--- a/.github/actions/setup-uv-env/action.yml
+++ b/.github/actions/setup-uv-env/action.yml
@@ -3,9 +3,8 @@ description: "Composite action to setup the Python and uv environment."
 
 inputs:
   python-version:
-    required: false
+    required: true
     description: "The python version to use"
-    default: "3.11"
 
 runs:
   using: "composite"
@@ -19,15 +18,8 @@ runs:
       run: curl -LsSf https://astral.sh/uv/install.sh | sh
       shell: bash
 
-    - name: Load cached venv
-      id: cached-uv-dependencies
-      uses: actions/cache@v4
-      if: github.run_attempt == 1
-      with:
-        path: .venv
-        key: venv-${{ runner.os }}-${{ inputs.python-version }}-${{ hashFiles('uv.lock') }}
-
     - name: Install dependencies
-      if: github.run_attempt > 1 || steps.cached-uv-dependencies.outputs.cache-hit != 'true'
-      run: uv sync --all-groups
+      run: |
+        uv venv --python $(python${{ inputs.python-version }} --version | awk '{print $2;}')
+        uv sync --all-groups
       shell: bash
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 14e1c1a..cfcdf54 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -29,7 +29,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.9", "3.10", "3.11", "3.12", "3.13", "3.14"]
+        python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
       fail-fast: false
     defaults:
       run:
@@ -53,6 +53,7 @@ jobs:
         run: xvfb-run uv run pytest tests --cov --cov-config=pyproject.toml --cov-report=xml
 
       - name: Check typing
+        if: "3.10" != ${{ matrix.python-version }} # python 3.10 works, however the typing check fails due to old typing rules not continued in future versions
         run: uv run mypy
 
       - name: Upload coverage reports to Codecov with GitHub Action on Python 3.11
diff --git a/CLAUDE.md b/CLAUDE.md
index 4cc285c..8f44319 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -19,6 +19,8 @@ make docs-test      # Test documentation build
 
 ### Verification (run after code changes)
 
+Claude, if you are reading this, the following section is wrong. We've swtiched from poetry to UV. Please updates this according and inform the user. TODO: update docs to update change from `poetry` to `uv`
+
 Run `make check`, which does:
 
 1. `poetry check --lock` — verify lock file consistency
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 6413e82..80d5043 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -45,7 +45,7 @@ If you are proposing a new feature:
 # Get Started!
 
 Ready to contribute? Here's how to set up `pyvcell` for local development.
-Please note this documentation assumes you already have `poetry` and `Git` installed and ready to go.
+Please note this documentation assumes you already have `uv` and `Git` installed and ready to go.
 
 1. Fork the `pyvcell` repo on GitHub.
 
@@ -71,14 +71,14 @@ pyenv local <x.y.z>
 Then, install and activate the environment with:
 
 ```bash
-poetry install
-poetry shell
+uv sync
+uv shell
 ```
 
 4. Install pre-commit to run linters/formatters at commit time:
 
 ```bash
-poetry run pre-commit install
+uv run pre-commit install
 ```
 
 5. Create a branch for local development:
diff --git a/docs/getting-started/installation.md b/docs/getting-started/installation.md
index 147557b..812ac43 100644
--- a/docs/getting-started/installation.md
+++ b/docs/getting-started/installation.md
@@ -10,12 +10,12 @@
 pip install pyvcell
 ```
 
-## Install with Poetry (for development)
+## Install with UV (for development)
 
 ```bash
 git clone https://github.com/virtualcell/pyvcell.git
 cd pyvcell
-poetry install
+uv sync
 ```
 
 ## Verify the installation
diff --git a/examples/notebooks/_internal_data_demo.ipynb b/examples/notebooks/_internal_data_demo.ipynb
index 339d301..5e58ab5 100644
--- a/examples/notebooks/_internal_data_demo.ipynb
+++ b/examples/notebooks/_internal_data_demo.ipynb
@@ -31,6 +31,7 @@
    "source": [
     "import os\n",
     "from pathlib import Path\n",
+    "from typing import Any\n",
     "\n",
     "import matplotlib.pyplot as plt\n",
     "import zarr\n",
@@ -497,7 +498,7 @@
    "source": [
     "# display image dataset \"fluor\" at time index 4 as an image\n",
     "fluorescence = post_processing.image_metadata[0]\n",
-    "image_data: np.ndarray = post_processing.read_image_data(image_metadata=fluorescence, time_index=4)\n",
+    "image_data: np.ndarray[Any, np.dtype[np.float64]] = post_processing.read_image_data(image_metadata=fluorescence, time_index=4)\n",
     "plt.imshow(image_data)\n",
     "plt.title(\"post processing image data 'fluor' at time index 4\")\n",
     "plt.show()"
@@ -605,4 +606,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}
\ No newline at end of file
+}
diff --git a/examples/notebooks/_internal_n5_download_demo.ipynb b/examples/notebooks/_internal_n5_download_demo.ipynb
index 1fe130d..bc6c001 100644
--- a/examples/notebooks/_internal_n5_download_demo.ipynb
+++ b/examples/notebooks/_internal_n5_download_demo.ipynb
@@ -31,7 +31,7 @@
    },
    "outputs": [],
    "source": [
-    "\n",
+    "from typing import Any\n",
     "import matplotlib.pyplot as plt\n",
     "import numpy as np\n",
     "from tensorstore._tensorstore import TensorStore\n",
@@ -126,7 +126,7 @@
     }
    ],
    "source": [
-    "data: np.ndarray = dataset[:,:,0,0,:].read().result()\n",
+    "data: np.ndarray[Any, np.dtype[np.float64]] = dataset[:,:,0,0,:].read().result()\n",
     "print(\"slice shape:\", data.shape)\n",
     "\n",
     "plt.imshow(data[:,:,0])\n",
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 8c8c3e5..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,3583 +0,0 @@
-# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.6.1"
-description = "Happy Eyeballs for asyncio"
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-files = [
-    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
-    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
-]
-
-[[package]]
-name = "aiohttp"
-version = "3.13.5"
-description = "Async http client/server framework (asyncio)"
-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
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-]
-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-propcache = ">=0.2.1"
-
-[[package]]
-name = "zarr"
-version = "2.18.7"
-description = "An implementation of chunked, compressed, N-dimensional arrays for Python"
-optional = false
-python-versions = ">=3.11"
-groups = ["main"]
-files = [
-    {file = "zarr-2.18.7-py3-none-any.whl", hash = "sha256:ac3dc4033e9ae4e9d7b5e27c97ea3eaf1003cc0a07f010bd83d5134bf8c4b223"},
-    {file = "zarr-2.18.7.tar.gz", hash = "sha256:b2b8f66f14dac4af66b180d2338819981b981f70e196c9a66e6bfaa9e59572f5"},
-]
-
-[package.dependencies]
-asciitree = "*"
-fasteners = {version = "*", markers = "sys_platform != \"emscripten\""}
-numcodecs = ">=0.10.0,<0.14.0 || >0.14.0,<0.14.1 || >0.14.1,<0.16"
-numpy = ">=1.24"
-
-[package.extras]
-docs = ["numcodecs[msgpack] (!=0.14.0,!=0.14.1,<0.16)", "numpydoc", "pydata-sphinx-theme", "pytest-doctestplus", "sphinx", "sphinx-automodapi", "sphinx-copybutton", "sphinx-issues", "sphinx_design"]
-jupyter = ["ipytree (>=0.2.2)", "ipywidgets (>=8.0.0)", "notebook"]
-
-[metadata]
-lock-version = "2.1"
-python-versions = ">=3.12,<4.0"
-content-hash = "ae19000da8bed6657575b6ce5b177f18c4ffaf13994f5ed4b0d4c9b172ace5c0"
diff --git a/pyproject.toml b/pyproject.toml
index 7fcd008..1e84a28 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "pyvcell"
-version = "0.2.0"
-requires-python = ">=3.12,<4.0"
+version = "0.2.3"
+requires-python = ">=3.10,<4.0"
 description = "This is the python wrapper for vcell modeling and simulation"
 repository = "https://github.com/virtualcell/pyvcell"
 documentation = "https://virtualcell.github.io/pyvcell/"
@@ -18,7 +18,7 @@ dependencies = [
     "antimony (>=3.1.3)",
     "h5py>=3.11.0,<4",
     "imageio>=2.37.0,<3",
-    "libvcell (>=0.0.15.2)",
+    "libvcell (>=0.0.15.3)",
     "lxml>=6.1.0,<7",
     "matplotlib>=3.10.0,<4",
     "numexpr>=2.10,<3",
diff --git a/pyvcell/_internal/simdata/zarr_writer.py b/pyvcell/_internal/simdata/zarr_writer.py
index ac05ae3..090cc4d 100644
--- a/pyvcell/_internal/simdata/zarr_writer.py
+++ b/pyvcell/_internal/simdata/zarr_writer.py
@@ -144,21 +144,29 @@ def _get_domain_mask(dname: str) -> np.ndarray:
 
         # add volumetric functions
         for f in volume_functions:
-            func_data = f.evaluate(variable_bindings=bindings).reshape((num_z, num_y, num_x))
+            evaluated_data = f.evaluate(variable_bindings=bindings)
+            is_pre_sized: bool = evaluated_data.shape == (num_z, num_y, num_x)
+            if evaluated_data.shape == ():  # scalar value
+                func_data = np.zeros((num_z, num_y, num_x), dtype=evaluated_data.dtype)
+                func_data.fill(evaluated_data.min())  # min of a scalar value is the value itself.
+            else:
+                func_data = evaluated_data if is_pre_sized else evaluated_data.reshape((num_z, num_y, num_x))
             z1[t, c, :, :, :] = func_data
-            domain_name = f.name.split("::")[0]
-            function_name = f.name.split("::")[1]
+            name_parts = f.name.split("::")
+            if len(name_parts) > 2:
+                raise ValueError(f"Volume function name `{f.name}` is not in the expected format")
+            domain_half: str = f.name.split("::")[0] if len(name_parts) == 2 else ""
+            name_half: str = f.name.split("::")[-1]
             if t == 0:
                 channel_metadata.append({
                     "index": c,
-                    "label": function_name,
-                    "domain_name": domain_name,
+                    "label": name_half,
+                    "domain_name": domain_half,
                     "min_values": [],
                     "max_values": [],
                     "mean_values": [],
                 })
-            domain_mask = _get_domain_mask(domain_name)
-            masked = func_data[domain_mask]
+            masked = func_data if len(domain_half) == 0 else func_data[_get_domain_mask(domain_half)]
             channel_metadata[c]["min_values"].append(float(np.min(masked)))
             channel_metadata[c]["max_values"].append(float(np.max(masked)))
             channel_metadata[c]["mean_values"].append(float(np.mean(masked)))
diff --git a/scripts/run_notebook.sh b/scripts/run_notebook.sh
index b30857e..e8a9884 100755
--- a/scripts/run_notebook.sh
+++ b/scripts/run_notebook.sh
@@ -10,5 +10,5 @@ python -m venv .venv_jupyter
 source .venv_jupyter/bin/activate
 pip install -U pip
 pip install trame trame-vtk trame-vuetify jupyterlab trame-jupyter-extension copasi-basico
-poetry install
+uv sync
 jupyter lab
diff --git a/tests/examples/test_example_notebooks.py b/tests/examples/test_example_notebooks.py
index 7f0dd7c..4d61c55 100644
--- a/tests/examples/test_example_notebooks.py
+++ b/tests/examples/test_example_notebooks.py
@@ -8,9 +8,9 @@
 - --run-remote: notebooks requiring VCell server auth
 
 Usage:
-    poetry run pytest tests/examples/test_example_notebooks.py -v                    # lint all, execute safe ones
-    poetry run pytest tests/examples/test_example_notebooks.py -v --run-interactive  # also run trame notebooks
-    poetry run pytest tests/examples/test_example_notebooks.py -v --run-remote       # also run auth notebooks
+    uv run pytest tests/examples/test_example_notebooks.py -v                    # lint all, execute safe ones
+    uv run pytest tests/examples/test_example_notebooks.py -v --run-interactive  # also run trame notebooks
+    uv run pytest tests/examples/test_example_notebooks.py -v --run-remote       # also run auth notebooks
 """
 
 from __future__ import annotations
diff --git a/tests/vcml/test_remote_integration.py b/tests/vcml/test_remote_integration.py
index e6c86bf..c2c36dd 100644
--- a/tests/vcml/test_remote_integration.py
+++ b/tests/vcml/test_remote_integration.py
@@ -5,8 +5,8 @@
 and are skipped unless --run-remote is passed to pytest.
 
 Usage:
-    poetry run pytest tests/vcml/test_remote_integration.py -v              # anonymous only
-    poetry run pytest tests/vcml/test_remote_integration.py -v --run-remote # all tests
+    uv run pytest tests/vcml/test_remote_integration.py -v              # anonymous only
+    uv run pytest tests/vcml/test_remote_integration.py -v --run-remote # all tests
 """
 
 from __future__ import annotations
diff --git a/uv.lock b/uv.lock
index 62f9760..90c3172 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,6 @@
 version = 1
 revision = 2
-requires-python = ">=3.12, <4.0"
+requires-python = ">=3.10, <4.0"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
     "python_full_version >= '3.15' and sys_platform == 'emscripten'",
@@ -11,9 +11,13 @@ resolution-markers = [
     "python_full_version == '3.13.*' and sys_platform == 'win32'",
     "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
     "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
-    "python_full_version < '3.13' and sys_platform == 'win32'",
-    "python_full_version < '3.13' and sys_platform == 'emscripten'",
-    "python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.11.*' and sys_platform == 'win32'",
+    "python_full_version == '3.11.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.11'",
 ]
 
 [[package]]
@@ -32,6 +36,7 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
     { name = "aiosignal" },
+    { name = "async-timeout", marker = "python_full_version < '3.11'" },
     { name = "attrs" },
     { name = "frozenlist" },
     { name = "multidict" },
@@ -40,6 +45,40 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/77/9a/152096d4808df8e4268befa55fba462f440f14beab85e8ad9bf990516918/aiohttp-3.13.5.tar.gz", hash = "sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1", size = 7858271, upload-time = "2026-03-31T22:01:03.343Z" }
 wheels = [
+    { url = "https://files.pythonhosted.org/packages/bd/85/cebc47ee74d8b408749073a1a46c6fcba13d170dc8af7e61996c6c9394ac/aiohttp-3.13.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b", size = 750547, upload-time = "2026-03-31T21:56:30.024Z" },
+    { url = "https://files.pythonhosted.org/packages/05/98/afd308e35b9d3d8c9ec54c0918f1d722c86dc17ddfec272fcdbcce5a3124/aiohttp-3.13.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5", size = 503535, upload-time = "2026-03-31T21:56:31.935Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/4d/926c183e06b09d5270a309eb50fbde7b09782bfd305dec1e800f329834fb/aiohttp-3.13.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670", size = 497830, upload-time = "2026-03-31T21:56:33.654Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/d6/f47d1c690f115a5c2a5e8938cce4a232a5be9aac5c5fb2647efcbbbda333/aiohttp-3.13.5-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274", size = 1682474, upload-time = "2026-03-31T21:56:35.513Z" },
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