diff --git a/poetry.lock b/poetry.lock
index 4044ce30c..912d6461d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -236,22 +236,22 @@ pycodestyle = ">=2.12.0"
 
 [[package]]
 name = "beartype"
-version = "0.22.9"
+version = "0.23.0"
 description = "Unbearably fast near-real-time pure-Python runtime-static type-checker."
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "beartype-0.22.9-py3-none-any.whl", hash = "sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2"},
-    {file = "beartype-0.22.9.tar.gz", hash = "sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f"},
+    {file = "beartype-0.23.0-py3-none-any.whl", hash = "sha256:a88b85be516c064d4de2b42045a258a43be97bce5cbc18b777f332027c0979f7"},
+    {file = "beartype-0.23.0.tar.gz", hash = "sha256:9d915ce043a2262ee3eb110d1c1c528179f06eb4145e375a750f72ddbdf40fa3"},
 ]
 
 [package.extras]
-dev = ["autoapi (>=0.9.0)", "celery", "click", "coverage (>=5.5)", "docutils (>=0.22.0)", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp ; python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.14.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "numba ; python_version < \"3.14.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.14.0\"", "poetry", "polars ; python_version < \"3.14.0\"", "pydata-sphinx-theme (<=0.7.2)", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "setuptools", "sphinx", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)", "sqlalchemy", "torch ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "tox (>=3.20.1)", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
-doc-ghp = ["mkdocs-material[imaging] (>=9.6.0)", "mkdocstrings-python (>=1.16.0)", "mkdocstrings-python-xref (>=1.16.0)"]
+dev = ["autoapi (>=0.9.0)", "celery", "click", "coverage (>=5.5)", "crosshair-tool", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp (>=4.0.0) ; python_version < \"3.16.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "numba ; python_version < \"3.15.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.15.0\"", "poetry", "polars ; python_version < \"3.15.0\"", "pydata-sphinx-theme (<=0.7.2)", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "setuptools", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)", "sqlalchemy[asyncio]", "torch ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "tox (>=3.20.1)", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
+doc-ghp = ["mkdocstrings-python (>=2.0.3)", "mkdocstrings-python-xref (>=2.1.1)", "zensical (>=0.0.43)"]
 doc-rtd = ["autoapi (>=0.9.0)", "pydata-sphinx-theme (<=0.7.2)", "setuptools", "sphinx (>=4.2.0,<6.0.0)", "sphinxext-opengraph (>=0.7.5)"]
-test = ["celery", "click", "coverage (>=5.5)", "docutils (>=0.22.0)", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp ; python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.14.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "numba ; python_version < \"3.14.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.14.0\"", "poetry", "polars ; python_version < \"3.14.0\"", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "sphinx", "sqlalchemy", "torch ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "tox (>=3.20.1)", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
-test-tox = ["celery", "click", "docutils (>=0.22.0)", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp ; python_version < \"3.14.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.14.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "numba ; python_version < \"3.14.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.14.0\"", "poetry", "polars ; python_version < \"3.14.0\"", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "sphinx", "sqlalchemy", "torch ; sys_platform == \"linux\" and python_version < \"3.14.0\"", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
+test = ["celery", "click", "coverage (>=5.5)", "crosshair-tool", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp (>=4.0.0) ; python_version < \"3.16.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "numba ; python_version < \"3.15.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.15.0\"", "poetry", "polars ; python_version < \"3.15.0\"", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "sqlalchemy[asyncio]", "torch ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "tox (>=3.20.1)", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
+test-tox = ["celery", "click", "crosshair-tool", "equinox ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "fastmcp (>=4.0.0) ; python_version < \"3.16.0\"", "jax[cpu] ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "jaxtyping ; sys_platform == \"linux\"", "langchain ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "mypy (>=0.800) ; platform_python_implementation != \"PyPy\"", "nuitka (>=1.2.6) ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "numba ; python_version < \"3.15.0\"", "numpy ; python_version < \"3.15.0\" and sys_platform != \"darwin\" and platform_python_implementation != \"PyPy\"", "pandera (>=0.26.0) ; python_version < \"3.15.0\"", "poetry", "polars ; python_version < \"3.15.0\"", "pygments", "pyinstaller", "pyright (>=1.1.370)", "pytest (>=6.2.0)", "redis", "rich-click", "sqlalchemy[asyncio]", "torch ; sys_platform == \"linux\" and python_version < \"3.15.0\"", "typer", "typing-extensions (>=3.10.0.0)", "xarray ; python_version < \"3.15.0\""]
 test-tox-coverage = ["coverage (>=5.5)"]
 
 [[package]]
@@ -3342,4 +3342,4 @@ pytorch-support = ["torch"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.15"
-content-hash = "a15e7d9391a0fc32d0c8ef3c8b94cfcd45f648cf00438382406d392d0ec81310"
+content-hash = "7b78af894148f73e560064632baa9b03d8ba07493b0e5f26bb1450f9097514d5"
diff --git a/pyproject.toml b/pyproject.toml
index 39e641e39..07a305f6b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,7 +44,7 @@ scipy = ">=1.14,<1.18"
 matplotlib = ">=3.8,<4.0"
 mpmath = ">=1.3,<1.4"
 pyshtools = ">=4.12,<5.0"
-beartype = ">=0.18,<0.23"
+beartype = ">=0.18,<0.24"
 shapely = ">=2.0,<3.0"
 healpy = { version = ">=1.17,<2.0", optional = true }
 torch = { version = ">=2.4,<3.0", optional = true }