diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index c0766e9..bd2bdbd 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -51,6 +51,11 @@ jobs:
     environment: Release
     env:
       SCIENCE_AUTH_API_GITHUB_COM_BEARER: ${{ secrets.GITHUB_TOKEN }}
+    permissions:
+      id-token: write
+      attestations: write
+      contents: write
+      discussions: write
     steps:
       - name: Setup Python 3.12
         uses: actions/setup-python@v5
@@ -64,6 +69,10 @@ jobs:
           ref: ${{ needs.determine-tag.outputs.release-tag }}
       - name: Package science ${{ needs.determine-tag.outputs.release-tag }} binary
         run: nox -e package
+      - name: Generate science ${{ needs.determine-tag.outputs.release-tag }} artifact attestations
+        uses: actions/attest-build-provenance@v1
+        with:
+          subject-path: dist/science-*
       - name: Prepare Changelog
         id: prepare-changelog
         uses: a-scie/actions/changelog@v1.6
@@ -71,10 +80,7 @@ jobs:
           changelog-file: ${{ github.workspace }}/CHANGES.md
           version: ${{ needs.determine-tag.outputs.release-version }}
       - name: Create ${{ needs.determine-tag.outputs.release-tag }} Release
-        # Upgrades node16 -> node20: in main but not tagged yet.
-        uses: softprops/action-gh-release@4634c16e79c963813287e889244c50009e7f0981
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        uses: softprops/action-gh-release@v2
         with:
           tag_name: ${{ needs.determine-tag.outputs.release-tag }}
           name: science ${{ needs.determine-tag.outputs.release-version }}
diff --git a/CHANGES.md b/CHANGES.md
index c6869fe..4f3d3d8 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -1,5 +1,9 @@
 # Release Notes
 
+## 0.4.0
+
+Update dependencies and configure releases to include artifact attestations in Sigstore.
+
 ## 0.3.4
 
 Upgrade the science internal Python distribution to [PBS][PBS] CPython 3.12.3.
diff --git a/docs/_ext/sphinx_science/directives.py b/docs/_ext/sphinx_science/directives.py
index e4e107a..b6ed144 100644
--- a/docs/_ext/sphinx_science/directives.py
+++ b/docs/_ext/sphinx_science/directives.py
@@ -5,14 +5,15 @@
 
 import shutil
 from abc import ABC, abstractmethod
-from dataclasses import dataclass
+from dataclasses import dataclass, field
 from importlib.metadata import EntryPoint
 from pathlib import Path
 from textwrap import dedent
-from typing import Any, Callable, Iterable, Iterator, Mapping, NewType
+from typing import Iterable, Iterator, Mapping, NewType
 
 from docutils import nodes
 from docutils.parsers.rst import Directive, directives
+from docutils.statemachine import StringList
 from sphinx import addnodes
 from sphinx.application import Sphinx
 from sphinx.environment import BuildEnvironment
@@ -60,7 +61,7 @@ class DirectiveSpec:
     name: str
     args: tuple[str, ...] = ()
     options: Mapping[str, str] = FrozenDict()
-    content: str = ""
+    content: StringList = field(default_factory=StringList)
 
     def render_markdown(self) -> str:
         content_items = [f"```{{{self.name}}} {' '.join(self.args)}"]
@@ -71,7 +72,7 @@ def render_markdown(self) -> str:
                 else:
                     content_items.append(f":{key}: {val}")
         if self.content:
-            content_items.append(self.content)
+            content_items.extend(self.content)
         content_items.append("```")
         return "\n".join(content_items)
 
@@ -133,7 +134,7 @@ def register(
 
         class Synthesized(Directive):
             has_content = getattr(doc_gen_directive, "has_content", False)
-            option_spec: Mapping[str, Callable[[str], Any]] = {
+            option_spec = {
                 **getattr(doc_gen_directive, "option_spec", {}),
                 "toctree_hidden": directives.flag,
                 "toctree_maxdepth": directives.positive_int,
diff --git a/docs/manifest.md b/docs/manifest.md
index 40b5ce9..470494e 100644
--- a/docs/manifest.md
+++ b/docs/manifest.md
@@ -2,16 +2,13 @@
 
 TODO(John Sirois): Finish writing docs: https://github.com/a-scie/lift/issues/32
 
+% TODO(John Sirois): https://github.com/a-scie/lift/issues/32
+%  Flip `allow_missing_doc` to "no" and work through errors until the manifest format is fully 
+%  documented.
 ```{dataclass} science.model:Application
----
-toctree_maxdepth: 2
-allow_raw_typenames: "no"
-
-# TODO(John Sirois): https://github.com/a-scie/lift/issues/32
-#  Flip to "no" and work through errors until the manifest format is fully documented.
-allow_missing_doc: "yes"
-
-link_tables: "yes"
-recurse_tables: "yes"
----
+:toctree_maxdepth: 2
+:allow_raw_typenames: "no"
+:allow_missing_doc: "yes"
+:link_tables: "yes"
+:recurse_tables: "yes"
 ```
diff --git a/lock.json b/lock.json
index 02bc11f..1ab3d52 100644
--- a/lock.json
+++ b/lock.json
@@ -29,13 +29,13 @@
           "artifacts": [
             {
               "algorithm": "sha256",
-              "hash": "048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8",
-              "url": "https://files.pythonhosted.org/packages/14/fd/2f20c40b45e4fb4324834aea24bd4afdf1143390242c0b33774da0e2e34f/anyio-4.3.0-py3-none-any.whl"
+              "hash": "c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7",
+              "url": "https://files.pythonhosted.org/packages/7b/a2/10639a79341f6c019dedc95bd48a4928eed9f1d1197f4c04f546fc7ae0ff/anyio-4.4.0-py3-none-any.whl"
             },
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               "algorithm": "sha256",
-              "hash": "f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6",
-              "url": "https://files.pythonhosted.org/packages/db/4d/3970183622f0330d3c23d9b8a5f52e365e50381fd484d08e3285104333d3/anyio-4.3.0.tar.gz"
+              "hash": "5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94",
+              "url": "https://files.pythonhosted.org/packages/e6/e3/c4c8d473d6780ef1853d630d581f70d655b4f8d7553c6997958c283039a2/anyio-4.4.0.tar.gz"
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@@ -60,7 +60,7 @@
             "uvloop>=0.17; (platform_python_implementation == \"CPython\" and platform_system != \"Windows\") and extra == \"test\""
           ],
           "requires_python": ">=3.8",
-          "version": "4.3.0"
+          "version": "4.4.0"
         },
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@@ -84,13 +84,13 @@
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+              "hash": "69a79e083a716173e5532e0fa3bef45f793f4e61096cf52b5a42c0211c8b8aa5",
+              "url": "https://files.pythonhosted.org/packages/0b/29/cba741f3abc1700dda883c4a1dd83f4ae89e4e8654067929d89143df2c58/argcomplete-3.4.0-py3-none-any.whl"
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               "algorithm": "sha256",
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-              "url": "https://files.pythonhosted.org/packages/f0/a2/ce706abe166457d5ef68fac3ffa6cf0f93580755b7d5f883c456e94fab7b/argcomplete-3.2.2.tar.gz"
+              "hash": "c2abcdfe1be8ace47ba777d4fce319eb13bf8ad9dace8d085dcad6eded88057f",
+              "url": "https://files.pythonhosted.org/packages/db/ca/45176b8362eb06b68f946c2bf1184b92fc98d739a3f8c790999a257db91f/argcomplete-3.4.0.tar.gz"
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@@ -102,19 +102,19 @@
             "wheel; extra == \"test\""
           ],
           "requires_python": ">=3.8",
-          "version": "3.2.2"
+          "version": "3.4.0"
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+              "hash": "3ae7495db9084b7b32818b4140e6dc4fc280b712fb414f5b8fe57b0a8e85a840",
+              "url": "https://files.pythonhosted.org/packages/a2/ee/3fd29bf416eb4f1c5579cf12bf393ae954099258abd7bde03c4f9716ef6b/autoflake-2.3.1-py3-none-any.whl"
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               "algorithm": "sha256",
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+              "hash": "c98b75dc5b0a86459c4f01a1d32ac7eb4338ec4317a4469515ff1e687ecd909e",
+              "url": "https://files.pythonhosted.org/packages/2a/cb/486f912d6171bc5748c311a2984a301f4e2d054833a1da78485866c71522/autoflake-2.3.1.tar.gz"
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@@ -123,19 +123,19 @@
             "tomli>=2.0.1; python_version < \"3.11\""
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-          "version": "2.3.0"
+          "version": "2.3.1"
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+              "hash": "08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb",
+              "url": "https://files.pythonhosted.org/packages/27/45/377f7e32a5c93d94cd56542349b34efab5ca3f9e2fd5a68c5e93169aa32d/Babel-2.15.0-py3-none-any.whl"
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+              "hash": "8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413",
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@@ -145,40 +145,40 @@
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             "pytz>=2015.7; python_version < \"3.9\""
           ],
-          "requires_python": ">=3.7",
-          "version": "2.14.0"
+          "requires_python": ">=3.8",
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diff --git a/nox-support/check-reqs.windows-amd64.lock.txt b/nox-support/check-reqs.windows-amd64.lock.txt
index 6391e53..e7d00ac 100644
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diff --git a/nox-support/doc-reqs.windows-amd64.lock.txt b/nox-support/doc-reqs.windows-amd64.lock.txt
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+  --hash=sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f
+myst-parser==3.0.1 \
+  --hash=sha256:6457aaa33a5d474aca678b8ead9b3dc298e89c68e67012e73146ea6fd54babf1 \
+  --hash=sha256:88f0cb406cb363b077d176b51c476f62d60604d68a8dcdf4832e080441301a87
+sphinx==7.3.7 \
+  --hash=sha256:413f75440be4cacf328f580b4274ada4565fb2187d696a84970c23f77b64d8c3 \
+  --hash=sha256:a4a7db75ed37531c05002d56ed6948d4c42f473a36f46e1382b0bd76ca9627bc
+sphinx-click==6.0.0 \
+  --hash=sha256:1e0a3c83bcb7c55497751b19d07ebe56b5d7b85eb76dd399cf9061b497adc317 \
+  --hash=sha256:f5d664321dc0c6622ff019f1e1c84e58ce0cecfddeb510e004cf60c2a3ab465b
 # N.B.: The 21c3f448d17224246e36a5db678e98b9261a1909604c160cd12f45fa1e7eb695 hash
 # was added manually. This is the hash of the 1.1.2 wheel which does not match the
 # VCS requirement this was locked from. The end result is docgen works on Windows
@@ -18,42 +18,42 @@ sphinx-click==5.1.0 \
 sphinx-library==1.1.2 \
   --hash=sha256:f6bb070fbc9a42482197dfdfa29c01e9e245822a86f17541f5a6dcee098cfe1a \
   --hash=sha256:21c3f448d17224246e36a5db678e98b9261a1909604c160cd12f45fa1e7eb695
-jinja2==3.1.3 \
-  --hash=sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa \
-  --hash=sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90
+jinja2==3.1.4 \
+  --hash=sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d \
+  --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369
 linkify-it-py==2.0.3 \
   --hash=sha256:6bcbc417b0ac14323382aef5c5192c0075bf8a9d6b41820a2b66371eac6b6d79 \
   --hash=sha256:68cda27e162e9215c17d786649d1da0021a451bdc436ef9e0fa0ba5234b9b048
 markdown-it-py==3.0.0 \
   --hash=sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1 \
   --hash=sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb
-mdit-py-plugins==0.4.0 \
-  --hash=sha256:b51b3bb70691f57f974e257e367107857a93b36f322a9e6d44ca5bf28ec2def9 \
-  --hash=sha256:d8ab27e9aed6c38aa716819fedfde15ca275715955f8a185a8e1cf90fb1d2c1b
+mdit-py-plugins==0.4.1 \
+  --hash=sha256:1020dfe4e6bfc2c79fb49ae4e3f5b297f5ccd20f010187acc52af2921e27dc6a \
+  --hash=sha256:834b8ac23d1cd60cec703646ffd22ae97b7955a6d596eb1d304be1e251ae499c
 pyyaml==6.0.1 \
   --hash=sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df \
   --hash=sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43
-pygments==2.17.2 \
-  --hash=sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c \
-  --hash=sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367
+pygments==2.18.0 \
+  --hash=sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a \
+  --hash=sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199
 alabaster==0.7.16 \
   --hash=sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92 \
   --hash=sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65
-babel==2.14.0 \
-  --hash=sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287 \
-  --hash=sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363
+babel==2.15.0 \
+  --hash=sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb \
+  --hash=sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413
 colorama==0.4.6 \
   --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6 \
   --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44
 imagesize==1.4.1 \
   --hash=sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b \
   --hash=sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a
-packaging==23.2 \
-  --hash=sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7 \
-  --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5
-requests==2.31.0 \
-  --hash=sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f \
-  --hash=sha256:942c5a758f98d790eaed1a29cb6eefc7ffb0d1cf7af05c3d2791656dbd6ad1e1
+packaging==24.1 \
+  --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124 \
+  --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002
+requests==2.32.3 \
+  --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6 \
+  --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760
 snowballstemmer==2.2.0 \
   --hash=sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a \
   --hash=sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1
@@ -87,16 +87,16 @@ uc-micro-py==1.0.3 \
 mdurl==0.1.2 \
   --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
   --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
-certifi==2024.2.2 \
-  --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1 \
-  --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f
+certifi==2024.6.2 \
+  --hash=sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56 \
+  --hash=sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516
 charset-normalizer==3.3.2 \
   --hash=sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001 \
   --hash=sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc \
   --hash=sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5
-idna==3.6 \
-  --hash=sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f \
-  --hash=sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca
-urllib3==2.2.1 \
-  --hash=sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d \
-  --hash=sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19
+idna==3.7 \
+  --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0 \
+  --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc
+urllib3==2.2.2 \
+  --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+  --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
diff --git a/nox-support/fmt-reqs.windows-amd64.lock.txt b/nox-support/fmt-reqs.windows-amd64.lock.txt
index b333b03..d384754 100644
--- a/nox-support/fmt-reqs.windows-amd64.lock.txt
+++ b/nox-support/fmt-reqs.windows-amd64.lock.txt
@@ -1,10 +1,10 @@
-autoflake==2.3.0 \
-  --hash=sha256:79a51eb8c0744759d2efe052455ab20aa6a314763510c3fd897499a402126327 \
-  --hash=sha256:8c2011fa34701b9d7dcf05b9873bc4859d4fce4e62dfea90dffefd1576f5f01d
-black==24.2.0 \
-  --hash=sha256:ba15742a13de85e9b8f3239c8f807723991fbfae24bad92d34a2b12e81904982 \
-  --hash=sha256:e8a6ae970537e67830776488bca52000eaa37fa63b9988e8c487458d9cd5ace6 \
-  --hash=sha256:bce4f25c27c3435e4dace4815bcb2008b87e167e3bf4ee47ccdc5ce906eb4894
+autoflake==2.3.1 \
+  --hash=sha256:3ae7495db9084b7b32818b4140e6dc4fc280b712fb414f5b8fe57b0a8e85a840 \
+  --hash=sha256:c98b75dc5b0a86459c4f01a1d32ac7eb4338ec4317a4469515ff1e687ecd909e
+black==24.4.2 \
+  --hash=sha256:415e686e87dbbe6f4cd5ef0fbf764af7b89f9057b97c908742b6008cc554b9c0 \
+  --hash=sha256:d36ed1124bb81b32f8614555b34cc4259c3fbc7eec17870e8ff8ded335b58d8c \
+  --hash=sha256:c872b53057f000085da66a19c55d68f6f8ddcac2642392ad3a355878406fbd4d
 isort==5.13.2 \
   --hash=sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6 \
   --hash=sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109
@@ -17,15 +17,15 @@ click==8.1.7 \
 mypy-extensions==1.0.0 \
   --hash=sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d \
   --hash=sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782
-packaging==23.2 \
-  --hash=sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7 \
-  --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5
+packaging==24.1 \
+  --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124 \
+  --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002
 pathspec==0.12.1 \
   --hash=sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08 \
   --hash=sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712
-platformdirs==4.2.0 \
-  --hash=sha256:0614df2a2f37e1a662acbd8e2b25b92ccf8632929bc6d43467e17fe89c75e068 \
-  --hash=sha256:ef0cc731df711022c174543cb70a9b5bd22e5a9337c8624ef2c2ceb8ddad8768
+platformdirs==4.2.2 \
+  --hash=sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee \
+  --hash=sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3
 colorama==0.4.6 \
   --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6 \
   --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44
diff --git a/nox-support/lock.checksums b/nox-support/lock.checksums
index 7fbc255..1cd9921 100644
--- a/nox-support/lock.checksums
+++ b/nox-support/lock.checksums
@@ -1,4 +1,4 @@
 {
-  "lock_checksum": "b6b94b1395a3eb228f9b5684dfbf51cada6ddb40b7a1021c7d0aedfbede42386",
+  "lock_checksum": "75eade5e4d981033ef344d7f351f830105d0d507277e719048998d59b881d4e1",
   "requirements_checksum": "5ee5ab1e27ddf34d1d903f95dcdb9a4577cf73c83cd8bbcd449aaa9ac9d62f53"
 }
\ No newline at end of file
diff --git a/nox-support/package-reqs.windows-amd64.lock.txt b/nox-support/package-reqs.windows-amd64.lock.txt
index 3b850c4..2cd3518 100644
--- a/nox-support/package-reqs.windows-amd64.lock.txt
+++ b/nox-support/package-reqs.windows-amd64.lock.txt
@@ -1,15 +1,15 @@
-shiv==1.0.5 \
-  --hash=sha256:c6b30b37ffc8d8b06ee9c9f231ef54966c710d28e55cee3fe57f84335a1b5d4c \
-  --hash=sha256:ddeaf2538fb81c57cc22b9acb755659ba1a8ba7cefb427c58806058401ff45d5
+shiv==1.0.6 \
+  --hash=sha256:a6ab14ba82729b7e9775e41e3beca02375c888115d0c060fc3bd980b37cb0495 \
+  --hash=sha256:e222768135977bebdfb5c0d1a7dfea29557c566b58d300d5b8c2535ef223d776
 click==8.1.7 \
   --hash=sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28 \
   --hash=sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de
-pip==24.0 \
-  --hash=sha256:ba0d021a166865d2265246961bec0152ff124de910c5cc39f1156ce3fa7c69dc \
-  --hash=sha256:ea9bd1a847e8c5774a5777bb398c19e80bcd4e2aa16a4b301b718fe6f593aba2
-setuptools==69.1.1 \
-  --hash=sha256:02fa291a0471b3a18b2b2481ed902af520c69e8ae0919c13da936542754b4c56 \
-  --hash=sha256:5c0806c7d9af348e6dd3777b4f4dbb42c7ad85b190104837488eab9a7c945cf8
+pip==24.1.1 \
+  --hash=sha256:efca15145a95e95c00608afeab66311d40bfb73bb2266a855befd705e6bb15a0 \
+  --hash=sha256:5aa64f65e1952733ee0a9a9b1f52496ebdb3f3077cc46f80a16d983b58d1180a
+setuptools==70.2.0 \
+  --hash=sha256:b8b8060bb426838fbe942479c90296ce976249451118ef566a5a0b7d8b78fb05 \
+  --hash=sha256:bd63e505105011b25c3c11f753f7e3b8465ea739efddaccef8f0efac2137bac1
 colorama==0.4.6 \
   --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6 \
   --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44
diff --git a/nox-support/test-reqs.windows-amd64.lock.txt b/nox-support/test-reqs.windows-amd64.lock.txt
index f04bd08..6977551 100644
--- a/nox-support/test-reqs.windows-amd64.lock.txt
+++ b/nox-support/test-reqs.windows-amd64.lock.txt
@@ -1,9 +1,9 @@
-pytest==8.0.2 \
-  --hash=sha256:edfaaef32ce5172d5466b5127b42e0d6d35ebbe4453f0e3505d96afd93f6b096 \
-  --hash=sha256:d4051d623a2e0b7e51960ba963193b09ce6daeb9759a451844a21e4ddedfc1bd
-pytest-xdist==3.5.0 \
-  --hash=sha256:d075629c7e00b611df89f490a5063944bee7a4362a5ff11c7cc7824a03dfce24 \
-  --hash=sha256:cbb36f3d67e0c478baa57fa4edc8843887e0f6cfc42d677530a36d7472b32d8a
+pytest==8.2.2 \
+  --hash=sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343 \
+  --hash=sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977
+pytest-xdist==3.6.1 \
+  --hash=sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7 \
+  --hash=sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d
 toml==0.10.2 \
   --hash=sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b \
   --hash=sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f
@@ -13,12 +13,12 @@ colorama==0.4.6 \
 iniconfig==2.0.0 \
   --hash=sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374 \
   --hash=sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3
-packaging==23.2 \
-  --hash=sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7 \
-  --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5
-pluggy==1.4.0 \
-  --hash=sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981 \
-  --hash=sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be
-execnet==2.0.2 \
-  --hash=sha256:88256416ae766bc9e8895c76a87928c0012183da3cc4fc18016e6f050e025f41 \
-  --hash=sha256:cc59bc4423742fd71ad227122eb0dd44db51efb3dc4095b45ac9a08c770096af
+packaging==24.1 \
+  --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124 \
+  --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002
+pluggy==1.5.0 \
+  --hash=sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669 \
+  --hash=sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1
+execnet==2.1.1 \
+  --hash=sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc \
+  --hash=sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3
diff --git a/noxfile.py b/noxfile.py
index d29d747..98147cc 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -21,7 +21,7 @@
 
 REQUIRES_PYTHON_VERSION = "3.12"
 
-PEX_REQUIREMENT = "pex==2.2.2"
+PEX_REQUIREMENT = "pex==2.7.0"
 PEX_PEX = f"pex-{hashlib.sha1(PEX_REQUIREMENT.encode('utf-8')).hexdigest()}.pex"
 
 BUILD_ROOT = Path().resolve()
@@ -43,7 +43,7 @@ def run_pex(session: Session, script, *args, silent=False, **env) -> Any | None:
         *args,
         env={"PEX_SCRIPT": script, **env},
         silent=silent,
-        stderr=subprocess.DEVNULL if silent else None,
+        stderr=subprocess.DEVNULL if silent else subprocess.STDOUT,
     )
 
 
diff --git a/requirements.windows-amd64.lock.txt b/requirements.windows-amd64.lock.txt
index 8c0e815..c41b86b 100644
--- a/requirements.windows-amd64.lock.txt
+++ b/requirements.windows-amd64.lock.txt
@@ -7,39 +7,39 @@ click==8.1.7 \
 click-log==0.4.0 \
   --hash=sha256:a43e394b528d52112af599f2fc9e4b7cf3c15f94e53581f74fa6867e68c91756 \
   --hash=sha256:3970f8570ac54491237bcdb3d8ab5e3eef6c057df29f8c3d1151a51a9c23b975
-click-didyoumean==0.3.0 \
-  --hash=sha256:a0713dc7a1de3f06bc0df5a9567ad19ead2d3d5689b434768a6145bff77c0667 \
-  --hash=sha256:f184f0d851d96b6d29297354ed981b7dd71df7ff500d82fa6d11f0856bee8035
-filelock==3.13.1 \
-  --hash=sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c \
-  --hash=sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e
+click-didyoumean==0.3.1 \
+  --hash=sha256:5c4bb6007cfea5f2fd6583a2fb6701a22a41eb98957e63d0fac41c10e7c3117c \
+  --hash=sha256:4f82fdff0dbe64ef8ab2279bd6aa3f6a99c3b28c05aa09cbfc07c9d7fbb5a463
+filelock==3.15.4 \
+  --hash=sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7 \
+  --hash=sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb
 httpx==0.27.0 \
   --hash=sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5 \
   --hash=sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5
-packaging==23.2 \
-  --hash=sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7 \
-  --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5
-psutil==5.9.8 \
-  --hash=sha256:8db4c1b57507eef143a15a6884ca10f7c73876cdf5d51e713151c1236a0e68cf \
-  --hash=sha256:6be126e3225486dff286a8fb9a06246a5253f4c7c53b475ea5f5ac934e64194c
-tqdm==4.66.2 \
-  --hash=sha256:1ee4f8a893eb9bef51c6e35730cebf234d5d0b6bd112b0271e10ed7c24a02bd9 \
-  --hash=sha256:6cd52cdf0fef0e0f543299cfc96fec90d7b8a7e88745f411ec33eb44d5ed3531
+packaging==24.1 \
+  --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124 \
+  --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002
+psutil==6.0.0 \
+  --hash=sha256:33ea5e1c975250a720b3a6609c490db40dae5d83a4eb315170c4fe0d8b1f34b3 \
+  --hash=sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2
+tqdm==4.66.4 \
+  --hash=sha256:b75ca56b413b030bc3f00af51fd2c1a1a5eac6a0c1cca83cbb37a5c52abce644 \
+  --hash=sha256:e4d936c9de8727928f3be6079590e97d9abfe8d39a590be678eb5919ffc186bb
 colorama==0.4.6 \
   --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6 \
   --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44
-anyio==4.3.0 \
-  --hash=sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8 \
-  --hash=sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6
-certifi==2024.2.2 \
-  --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1 \
-  --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f
-httpcore==1.0.4 \
-  --hash=sha256:ac418c1db41bade2ad53ae2f3834a3a0f5ae76b56cf5aa497d2d033384fc7d73 \
-  --hash=sha256:cb2839ccfcba0d2d3c1131d3c3e26dfc327326fbe7a5dc0dbfe9f6c9151bb022
-idna==3.6 \
-  --hash=sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f \
-  --hash=sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca
+anyio==4.4.0 \
+  --hash=sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7 \
+  --hash=sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94
+certifi==2024.6.2 \
+  --hash=sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56 \
+  --hash=sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516
+httpcore==1.0.5 \
+  --hash=sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5 \
+  --hash=sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61
+idna==3.7 \
+  --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0 \
+  --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc
 sniffio==1.3.1 \
   --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
   --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
diff --git a/science/__init__.py b/science/__init__.py
index 69db694..219e529 100644
--- a/science/__init__.py
+++ b/science/__init__.py
@@ -3,6 +3,6 @@
 
 from packaging.version import Version
 
-__version__ = "0.3.4"
+__version__ = "0.4.0"
 
 VERSION = Version(__version__)