diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 5ff8ec9..0000000
--- a/poetry.lock
+++ /dev/null
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-]
-
-[package.dependencies]
-click = ">=8.1.8"
-deepmerge = ">=2.0"
-jinja2 = ">=3.1"
-markdown = ">=3.7"
-pygments = ">=2.20"
-pymdown-extensions = ">=11.0"
-pyyaml = ">=6.0.2"
-tomli = ">=2.4.0"
-
-[metadata]
-lock-version = "2.1"
-python-versions = ">=3.11"
-content-hash = "e32953e3fe082eb26b11fd95e250dce3bc5219b0e12c3f6ccef096118696592a"
diff --git a/pyproject.toml b/pyproject.toml
index e2548bc..0007947 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,35 +2,29 @@
 name = "affinis"
 version = "0.7.6"
 description = "Tools for inferring relations from binary co-occurrence data"
+authors = [{ name = "Rachael Sexton", email = "rtbs@nist.gov" }]
 requires-python = ">=3.11"
-authors = [{name = "Rachael Sexton", email = "rtbs@nist.gov"}]
-maintainers = [
-  { name = "Rachael Sexton", email = "gh@rtbs.dev"}
-]
-
-
-
+maintainers = [{ name = "Rachael Sexton", email = "gh@rtbs.dev" }]
 keywords = [
-  "network analysis",
-  "sparse matrix",
-  "covariance shrinkage",
-  "binary data",
-  "structure learning",
-  "edge prediction",
-  "filtering",
-  "feature learning",
-  "multi-label",
-  "graph theory",
-  "scientific-software",
-  "tools",
+    "network analysis",
+    "sparse matrix",
+    "covariance shrinkage",
+    "binary data",
+    "structure learning",
+    "edge prediction",
+    "filtering",
+    "feature learning",
+    "multi-label",
+    "graph theory",
+    "scientific-software",
+    "tools",
 ]
-
 dependencies = [
-  "scipy~=1.10",
-  "sparse~=0.15",
-  "jaxtyping~=0.3",
-  "plum-dispatch~=2.6",
-  "contingency-tools~=0.2",
+    "scipy~=1.10",
+    "sparse~=0.15",
+    "jaxtyping~=0.3",
+    "plum-dispatch~=2.6",
+    "contingency-tools~=0.2",
 ]
 
 [project.urls]
@@ -40,25 +34,24 @@ homepage = "https://data.nist.gov/od/id/mds2-4107"
 
 [dependency-groups]
 dev = [
-  "ipykernel~=6.9.2",
-  "seaborn~=0.12.1",
-  "black~=23.3.0",
-  "ruff~=0.1",
-  "pytest~=8.3.3",
-  "toolz~=0.12.0",
-  "hypothesis~=6.151.5",
+    "ipykernel~=6.9.2",
+    "seaborn~=0.12.1",
+    "black~=23.3.0",
+    "ruff~=0.1",
+    "pytest~=8.3.3",
+    "toolz~=0.12.0",
+    "hypothesis~=6.151.5",
 ]
 
 docs = [
-  # pygraphviz = "^1.11"
-  "pydlc~=0.2",
-  "netgraph~=4.12",
-  "pyvis~=0.3",
-  "scikit-learn == 1.*",
-  "pandas >=1.5",
-  "networkx >=3",
-  "zensical >=0.0",
-  "mkdocstrings[python]~=1.0",
+    "pydlc~=0.2",
+    "netgraph~=4.12",
+    "pyvis~=0.3",
+    "scikit-learn == 1.*",
+    "pandas >=1.5",
+    "networkx >=3",
+    "zensical >=0.0",
+    "mkdocstrings[python]~=1.0",
 ]
 
 [tool.pytest.ini_options]
@@ -66,5 +59,5 @@ addopts = "--jaxtyping-packages=associations,priors,beartype.beartype"
 
 
 [build-system]
-requires = ["poetry>=0.12"]
-build-backend = "poetry.masonry.api"
+requires = ["uv_build>=0.11,<0.12"]
+build-backend = "uv_build"
diff --git a/affinis/__init__.py b/src/affinis/__init__.py
similarity index 100%
rename from affinis/__init__.py
rename to src/affinis/__init__.py
diff --git a/affinis/associations.py b/src/affinis/associations.py
similarity index 100%
rename from affinis/associations.py
rename to src/affinis/associations.py
diff --git a/affinis/distance.py b/src/affinis/distance.py
similarity index 100%
rename from affinis/distance.py
rename to src/affinis/distance.py
diff --git a/affinis/filter.py b/src/affinis/filter.py
similarity index 100%
rename from affinis/filter.py
rename to src/affinis/filter.py
diff --git a/affinis/jax_utils.py b/src/affinis/jax_utils.py
similarity index 100%
rename from affinis/jax_utils.py
rename to src/affinis/jax_utils.py
diff --git a/affinis/kernels.py b/src/affinis/kernels.py
similarity index 100%
rename from affinis/kernels.py
rename to src/affinis/kernels.py
diff --git a/affinis/plots.py b/src/affinis/plots.py
similarity index 100%
rename from affinis/plots.py
rename to src/affinis/plots.py
diff --git a/affinis/priors.py b/src/affinis/priors.py
similarity index 100%
rename from affinis/priors.py
rename to src/affinis/priors.py
diff --git a/affinis/proximity.py b/src/affinis/proximity.py
similarity index 100%
rename from affinis/proximity.py
rename to src/affinis/proximity.py
diff --git a/affinis/sample.py b/src/affinis/sample.py
similarity index 100%
rename from affinis/sample.py
rename to src/affinis/sample.py
diff --git a/affinis/types.py b/src/affinis/types.py
similarity index 100%
rename from affinis/types.py
rename to src/affinis/types.py
diff --git a/affinis/utils.py b/src/affinis/utils.py
similarity index 100%
rename from affinis/utils.py
rename to src/affinis/utils.py
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..b6abfb7
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2320 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' 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'",
+]
+
+[[package]]
+name = "affinis"
+version = "0.7.6"
+source = { editable = "." }
+dependencies = [
+    { name = "contingency-tools" },
+    { name = "jaxtyping" },
+    { name = "plum-dispatch" },
+    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "sparse" },
+]
+
+[package.dev-dependencies]
+dev = [
+    { name = "black" },
+    { name = "hypothesis" },
+    { name = "ipykernel" },
+    { name = "pytest" },
+    { name = "ruff" },
+    { name = "seaborn" },
+    { name = "toolz" },
+]
+docs = [
+    { name = "mkdocstrings", extra = ["python"] },
+    { name = "netgraph" },
+    { name = "networkx" },
+    { name = "pandas" },
+    { name = "pydlc" },
+    { name = "pyvis" },
+    { name = "scikit-learn" },
+    { name = "zensical" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "contingency-tools", specifier = "~=0.2" },
+    { name = "jaxtyping", specifier = "~=0.3" },
+    { name = "plum-dispatch", specifier = "~=2.6" },
+    { name = "scipy", specifier = "~=1.10" },
+    { name = "sparse", specifier = "~=0.15" },
+]
+
+[package.metadata.requires-dev]
+dev = [
+    { name = "black", specifier = "~=23.3.0" },
+    { name = "hypothesis", specifier = "~=6.151.5" },
+    { name = "ipykernel", specifier = "~=6.9.2" },
+    { name = "pytest", specifier = "~=8.3.3" },
+    { name = "ruff", specifier = "~=0.1" },
+    { name = "seaborn", specifier = "~=0.12.1" },
+    { name = "toolz", specifier = "~=0.12.0" },
+]
+docs = [
+    { name = "mkdocstrings", extras = ["python"], specifier = "~=1.0" },
+    { name = "netgraph", specifier = "~=4.12" },
+    { name = "networkx", specifier = ">=3" },
+    { name = "pandas", specifier = ">=1.5" },
+    { name = "pydlc", specifier = "~=0.2" },
+    { name = "pyvis", specifier = "~=0.3" },
+    { name = "scikit-learn", specifier = "==1.*" },
+    { name = "zensical", specifier = ">=0.0" },
+]
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