diff --git a/.constraints/py3.10.txt b/.constraints/py3.10.txt
index 1bc95693..5491cc8a 100644
--- a/.constraints/py3.10.txt
+++ b/.constraints/py3.10.txt
@@ -9,13 +9,13 @@ arrow==1.3.0
 asttokens==2.4.1
 async-lru==2.0.4
 attrs==24.2.0
-babel==2.15.0
+babel==2.16.0
 beautifulsoup4==4.12.3
 bleach==6.1.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-cffi==1.17.0
+cachetools==5.5.0
+cattrs==24.1.0
+certifi==2024.8.30
+cffi==1.17.1
 cfgv==3.4.0
 chardet==5.2.0
 charset-normalizer==3.3.2
@@ -31,27 +31,27 @@ docstring-to-markdown==0.15
 docutils==0.21.2
 exceptiongroup==1.2.2
 execnet==2.1.1
-executing==2.0.1
+executing==2.1.0
 fastjsonschema==2.20.0
-filelock==3.15.4
+filelock==3.16.0
 fqdn==1.5.1
 gitdb==4.0.11
 gitpython==3.1.43
 gprof2dot==2024.6.6
 graphviz==0.20.3
-greenlet==3.0.3
+greenlet==3.1.0
 h11==0.14.0
 hepunits==2.3.4
 httpcore==1.0.5
-httpx==0.27.0
+httpx==0.27.2
 identify==2.6.0
-idna==3.7
+idna==3.8
 imagesize==1.4.1
-importlib-metadata==8.2.0
+importlib-metadata==8.4.0
 iniconfig==2.0.0
 ipykernel==6.29.5
-ipython==8.26.0
-ipywidgets==8.1.3
+ipython==8.27.0
+ipywidgets==8.1.5
 isoduration==20.11.0
 jedi==0.19.1
 jinja2==3.1.4
@@ -67,29 +67,29 @@ jupyter-lsp==2.2.5
 jupyter-server==2.14.2
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab-code-formatter==3.0.1
+jupyterlab==4.2.5
+jupyterlab-code-formatter==3.0.2
 jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.3
-jupyterlab-widgets==3.0.11
+jupyterlab-widgets==3.0.13
 latexcodec==3.0.0
 lsprotocol==2023.0.1
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.1
+mdit-py-plugins==0.4.2
 mdurl==0.1.2
 mistune==3.0.2
-mypy==1.11.1
+mypy==1.11.2
 mypy-extensions==1.0.0
 myst-nb==1.1.1
 myst-parser==4.0.0
 nbclient==0.6.8
 nbconvert==7.16.4
-nbdime==4.0.1
+nbdime==4.0.2
 nbformat==5.10.4
 nbmake==1.5.4
 nest-asyncio==1.6.0
@@ -99,9 +99,9 @@ overrides==7.7.0
 packaging==24.1
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.24.0
+particle==0.25.0
 pexpect==4.9.0
-platformdirs==4.2.2
+platformdirs==4.3.2
 pluggy==1.5.0
 pre-commit==3.8.0
 prometheus-client==0.20.0
@@ -115,9 +115,9 @@ pycparser==2.22
 pydata-sphinx-theme==0.15.4
 pydot==1.4.2
 pygments==2.18.0
-pyparsing==3.1.2
+pyparsing==3.1.4
 pyproject-api==1.7.1
-pytest==8.3.2
+pytest==8.3.3
 pytest-cov==5.0.0
 pytest-profiling==1.7.0
 pytest-xdist==3.6.1
@@ -126,26 +126,26 @@ python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
 python-lsp-ruff==2.2.2
-python-lsp-server==1.11.0
+python-lsp-server==1.12.0
 pytoolconfig==1.3.1
 pyyaml==6.0.2
-pyzmq==26.1.0
+pyzmq==26.2.0
 referencing==0.35.1
 requests==2.32.3
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
 rpds-py==0.20.0
-ruff==0.5.6
+ruff==0.6.4
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
-soupsieve==2.5
+soupsieve==2.6
 sphinx==8.0.2
 sphinx-api-relink==0.0.9
-sphinx-autobuild==2024.4.16
+sphinx-autobuild==2024.9.3
 sphinx-book-theme==1.1.3
 sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
@@ -162,35 +162,35 @@ sphinxcontrib-htmlhelp==2.1.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==2.0.0
 sphinxcontrib-serializinghtml==2.0.0
-sqlalchemy==2.0.32
+sqlalchemy==2.0.34
 stack-data==0.6.3
-starlette==0.38.2
+starlette==0.38.5
 tabulate==0.9.0
 terminado==0.18.1
 tinycss2==1.3.0
 tomli==2.0.1
 tornado==6.4.1
-tox==4.17.0
+tox==4.18.1
 tqdm==4.66.5
 traitlets==5.14.3
-types-python-dateutil==2.9.0.20240316
-types-pyyaml==6.0.12.20240724
-types-setuptools==71.1.0.20240806
+types-python-dateutil==2.9.0.20240906
+types-pyyaml==6.0.12.20240808
+types-setuptools==74.1.0.20240907
 typing-extensions==4.12.2
 ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
-uvicorn==0.30.5
-virtualenv==20.26.3
-watchfiles==0.23.0
+uvicorn==0.30.6
+virtualenv==20.26.4
+watchfiles==0.24.0
 wcwidth==0.2.13
-webcolors==24.6.0
+webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==1.8.0
-websockets==12.0
+websockets==13.0.1
 wheel==0.44.0
-widgetsnbextension==4.0.11
-zipp==3.19.2
+widgetsnbextension==4.0.13
+zipp==3.20.1
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.11.txt b/.constraints/py3.11.txt
index fd32efd0..2452cbf5 100644
--- a/.constraints/py3.11.txt
+++ b/.constraints/py3.11.txt
@@ -9,13 +9,13 @@ arrow==1.3.0
 asttokens==2.4.1
 async-lru==2.0.4
 attrs==24.2.0
-babel==2.15.0
+babel==2.16.0
 beautifulsoup4==4.12.3
 bleach==6.1.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-cffi==1.17.0
+cachetools==5.5.0
+cattrs==24.1.0
+certifi==2024.8.30
+cffi==1.17.1
 cfgv==3.4.0
 chardet==5.2.0
 charset-normalizer==3.3.2
@@ -30,27 +30,27 @@ distlib==0.3.8
 docstring-to-markdown==0.15
 docutils==0.21.2
 execnet==2.1.1
-executing==2.0.1
+executing==2.1.0
 fastjsonschema==2.20.0
-filelock==3.15.4
+filelock==3.16.0
 fqdn==1.5.1
 gitdb==4.0.11
 gitpython==3.1.43
 gprof2dot==2024.6.6
 graphviz==0.20.3
-greenlet==3.0.3
+greenlet==3.1.0
 h11==0.14.0
 hepunits==2.3.4
 httpcore==1.0.5
-httpx==0.27.0
+httpx==0.27.2
 identify==2.6.0
-idna==3.7
+idna==3.8
 imagesize==1.4.1
-importlib-metadata==8.2.0
+importlib-metadata==8.4.0
 iniconfig==2.0.0
 ipykernel==6.29.5
-ipython==8.26.0
-ipywidgets==8.1.3
+ipython==8.27.0
+ipywidgets==8.1.5
 isoduration==20.11.0
 jedi==0.19.1
 jinja2==3.1.4
@@ -66,29 +66,29 @@ jupyter-lsp==2.2.5
 jupyter-server==2.14.2
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab-code-formatter==3.0.1
+jupyterlab==4.2.5
+jupyterlab-code-formatter==3.0.2
 jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.3
-jupyterlab-widgets==3.0.11
+jupyterlab-widgets==3.0.13
 latexcodec==3.0.0
 lsprotocol==2023.0.1
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.1
+mdit-py-plugins==0.4.2
 mdurl==0.1.2
 mistune==3.0.2
-mypy==1.11.1
+mypy==1.11.2
 mypy-extensions==1.0.0
 myst-nb==1.1.1
 myst-parser==4.0.0
 nbclient==0.6.8
 nbconvert==7.16.4
-nbdime==4.0.1
+nbdime==4.0.2
 nbformat==5.10.4
 nbmake==1.5.4
 nest-asyncio==1.6.0
@@ -98,9 +98,9 @@ overrides==7.7.0
 packaging==24.1
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.24.0
+particle==0.25.0
 pexpect==4.9.0
-platformdirs==4.2.2
+platformdirs==4.3.2
 pluggy==1.5.0
 pre-commit==3.8.0
 prometheus-client==0.20.0
@@ -114,9 +114,9 @@ pycparser==2.22
 pydata-sphinx-theme==0.15.4
 pydot==1.4.2
 pygments==2.18.0
-pyparsing==3.1.2
+pyparsing==3.1.4
 pyproject-api==1.7.1
-pytest==8.3.2
+pytest==8.3.3
 pytest-cov==5.0.0
 pytest-profiling==1.7.0
 pytest-xdist==3.6.1
@@ -125,26 +125,26 @@ python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
 python-lsp-ruff==2.2.2
-python-lsp-server==1.11.0
+python-lsp-server==1.12.0
 pytoolconfig==1.3.1
 pyyaml==6.0.2
-pyzmq==26.1.0
+pyzmq==26.2.0
 referencing==0.35.1
 requests==2.32.3
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
 rpds-py==0.20.0
-ruff==0.5.6
+ruff==0.6.4
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
-soupsieve==2.5
+soupsieve==2.6
 sphinx==8.0.2
 sphinx-api-relink==0.0.9
-sphinx-autobuild==2024.4.16
+sphinx-autobuild==2024.9.3
 sphinx-book-theme==1.1.3
 sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
@@ -161,34 +161,35 @@ sphinxcontrib-htmlhelp==2.1.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==2.0.0
 sphinxcontrib-serializinghtml==2.0.0
-sqlalchemy==2.0.32
+sqlalchemy==2.0.34
 stack-data==0.6.3
-starlette==0.38.2
+starlette==0.38.5
 tabulate==0.9.0
 terminado==0.18.1
 tinycss2==1.3.0
+tomli==2.0.1
 tornado==6.4.1
-tox==4.17.0
+tox==4.18.1
 tqdm==4.66.5
 traitlets==5.14.3
-types-python-dateutil==2.9.0.20240316
-types-pyyaml==6.0.12.20240724
-types-setuptools==71.1.0.20240806
+types-python-dateutil==2.9.0.20240906
+types-pyyaml==6.0.12.20240808
+types-setuptools==74.1.0.20240907
 typing-extensions==4.12.2
 ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
-uvicorn==0.30.5
-virtualenv==20.26.3
-watchfiles==0.23.0
+uvicorn==0.30.6
+virtualenv==20.26.4
+watchfiles==0.24.0
 wcwidth==0.2.13
-webcolors==24.6.0
+webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==1.8.0
-websockets==12.0
+websockets==13.0.1
 wheel==0.44.0
-widgetsnbextension==4.0.11
-zipp==3.19.2
+widgetsnbextension==4.0.13
+zipp==3.20.1
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.12.txt b/.constraints/py3.12.txt
index 187c11d8..24badb1f 100644
--- a/.constraints/py3.12.txt
+++ b/.constraints/py3.12.txt
@@ -9,13 +9,13 @@ arrow==1.3.0
 asttokens==2.4.1
 async-lru==2.0.4
 attrs==24.2.0
-babel==2.15.0
+babel==2.16.0
 beautifulsoup4==4.12.3
 bleach==6.1.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-cffi==1.17.0
+cachetools==5.5.0
+cattrs==24.1.0
+certifi==2024.8.30
+cffi==1.17.1
 cfgv==3.4.0
 chardet==5.2.0
 charset-normalizer==3.3.2
@@ -30,27 +30,27 @@ distlib==0.3.8
 docstring-to-markdown==0.15
 docutils==0.21.2
 execnet==2.1.1
-executing==2.0.1
+executing==2.1.0
 fastjsonschema==2.20.0
-filelock==3.15.4
+filelock==3.16.0
 fqdn==1.5.1
 gitdb==4.0.11
 gitpython==3.1.43
 gprof2dot==2024.6.6
 graphviz==0.20.3
-greenlet==3.0.3
+greenlet==3.1.0
 h11==0.14.0
 hepunits==2.3.4
 httpcore==1.0.5
-httpx==0.27.0
+httpx==0.27.2
 identify==2.6.0
-idna==3.7
+idna==3.8
 imagesize==1.4.1
-importlib-metadata==8.2.0
+importlib-metadata==8.4.0
 iniconfig==2.0.0
 ipykernel==6.29.5
-ipython==8.26.0
-ipywidgets==8.1.3
+ipython==8.27.0
+ipywidgets==8.1.5
 isoduration==20.11.0
 jedi==0.19.1
 jinja2==3.1.4
@@ -66,29 +66,29 @@ jupyter-lsp==2.2.5
 jupyter-server==2.14.2
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab-code-formatter==3.0.1
+jupyterlab==4.2.5
+jupyterlab-code-formatter==3.0.2
 jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.3
-jupyterlab-widgets==3.0.11
+jupyterlab-widgets==3.0.13
 latexcodec==3.0.0
 lsprotocol==2023.0.1
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.1
+mdit-py-plugins==0.4.2
 mdurl==0.1.2
 mistune==3.0.2
-mypy==1.11.1
+mypy==1.11.2
 mypy-extensions==1.0.0
 myst-nb==1.1.1
 myst-parser==4.0.0
 nbclient==0.6.8
 nbconvert==7.16.4
-nbdime==4.0.1
+nbdime==4.0.2
 nbformat==5.10.4
 nbmake==1.5.4
 nest-asyncio==1.6.0
@@ -98,9 +98,9 @@ overrides==7.7.0
 packaging==24.1
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.24.0
+particle==0.25.0
 pexpect==4.9.0
-platformdirs==4.2.2
+platformdirs==4.3.2
 pluggy==1.5.0
 pre-commit==3.8.0
 prometheus-client==0.20.0
@@ -114,9 +114,9 @@ pycparser==2.22
 pydata-sphinx-theme==0.15.4
 pydot==1.4.2
 pygments==2.18.0
-pyparsing==3.1.2
+pyparsing==3.1.4
 pyproject-api==1.7.1
-pytest==8.3.2
+pytest==8.3.3
 pytest-cov==5.0.0
 pytest-profiling==1.7.0
 pytest-xdist==3.6.1
@@ -125,26 +125,26 @@ python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
 python-lsp-ruff==2.2.2
-python-lsp-server==1.11.0
+python-lsp-server==1.12.0
 pytoolconfig==1.3.1
 pyyaml==6.0.2
-pyzmq==26.1.0
+pyzmq==26.2.0
 referencing==0.35.1
 requests==2.32.3
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
 rpds-py==0.20.0
-ruff==0.5.6
+ruff==0.6.4
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
-soupsieve==2.5
+soupsieve==2.6
 sphinx==8.0.2
 sphinx-api-relink==0.0.9
-sphinx-autobuild==2024.4.16
+sphinx-autobuild==2024.9.3
 sphinx-book-theme==1.1.3
 sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
@@ -161,34 +161,34 @@ sphinxcontrib-htmlhelp==2.1.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==2.0.0
 sphinxcontrib-serializinghtml==2.0.0
-sqlalchemy==2.0.32
+sqlalchemy==2.0.34
 stack-data==0.6.3
-starlette==0.38.2
+starlette==0.38.5
 tabulate==0.9.0
 terminado==0.18.1
 tinycss2==1.3.0
 tornado==6.4.1
-tox==4.17.0
+tox==4.18.1
 tqdm==4.66.5
 traitlets==5.14.3
-types-python-dateutil==2.9.0.20240316
-types-pyyaml==6.0.12.20240724
-types-setuptools==71.1.0.20240806
+types-python-dateutil==2.9.0.20240906
+types-pyyaml==6.0.12.20240808
+types-setuptools==74.1.0.20240907
 typing-extensions==4.12.2
 ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
-uvicorn==0.30.5
-virtualenv==20.26.3
-watchfiles==0.23.0
+uvicorn==0.30.6
+virtualenv==20.26.4
+watchfiles==0.24.0
 wcwidth==0.2.13
-webcolors==24.6.0
+webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==1.8.0
-websockets==12.0
+websockets==13.0.1
 wheel==0.44.0
-widgetsnbextension==4.0.11
-zipp==3.19.2
+widgetsnbextension==4.0.13
+zipp==3.20.1
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.7.txt b/.constraints/py3.7.txt
index da79b3a7..180c4aa5 100644
--- a/.constraints/py3.7.txt
+++ b/.constraints/py3.7.txt
@@ -14,9 +14,9 @@ backcall==0.2.0
 beautifulsoup4==4.12.3
 bleach==6.0.0
 cached-property==1.5.2
-cachetools==5.4.0
+cachetools==5.5.0
 cattrs==23.1.2
-certifi==2024.7.4
+certifi==2024.8.30
 cffi==1.15.1
 cfgv==3.3.1
 chardet==5.2.0
@@ -41,10 +41,10 @@ gitdb==4.0.11
 gitpython==3.1.43
 gprof2dot==2022.7.29
 graphviz==0.20.1
-greenlet==3.0.3
+greenlet==3.1.0
 hepunits==2.3.3
 identify==2.5.24
-idna==3.7
+idna==3.8
 imagesize==1.4.1
 importlib-metadata==6.7.0
 importlib-resources==5.12.0
@@ -52,7 +52,7 @@ iniconfig==2.0.0
 ipykernel==6.16.2
 ipython==7.34.0
 ipython-genutils==0.2.0
-ipywidgets==8.1.3
+ipywidgets==8.1.5
 isoduration==20.11.0
 jedi==0.18.2
 jinja2==3.1.4
@@ -65,18 +65,18 @@ jupyter-core==4.12.0
 jupyter-events==0.6.3
 jupyter-lsp==1.5.1
 jupyter-server==1.24.0
-jupyter-server-fileid==0.9.2
+jupyter-server-fileid==0.9.3
 jupyter-server-mathjax==0.2.6
 jupyter-server-ydoc==0.8.0
 jupyter-ydoc==0.2.5
-jupyterlab==3.6.7
-jupyterlab-code-formatter==3.0.1
+jupyterlab==3.6.8
+jupyterlab-code-formatter==3.0.2
 jupyterlab-git==0.44.0
 jupyterlab-lsp==3.10.2
 jupyterlab-myst==1.2.0
 jupyterlab-pygments==0.2.2
 jupyterlab-server==2.24.0
-jupyterlab-widgets==3.0.11
+jupyterlab-widgets==3.0.13
 latexcodec==3.0.0
 livereload==2.7.0
 lsprotocol==2023.0.1
@@ -117,11 +117,11 @@ ptyprocess==0.7.0
 pybtex==0.24.0
 pybtex-docutils==1.0.3
 pycparser==2.21
-pydantic==1.10.17
+pydantic==1.10.18
 pydata-sphinx-theme==0.13.3
 pydot==1.4.2
 pygments==2.17.2
-pyparsing==3.1.2
+pyparsing==3.1.4
 pyproject-api==1.5.3
 pyrsistent==0.19.3
 pytest==7.4.4
@@ -137,7 +137,7 @@ python-lsp-server==1.7.4
 pytoolconfig==1.3.0
 pytz==2024.1
 pyyaml==6.0.1
-pyzmq==26.1.0
+pyzmq==26.2.0
 requests==2.31.0
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
@@ -168,7 +168,7 @@ sphinxcontrib-htmlhelp==2.0.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==1.4.53
+sqlalchemy==1.4.54
 tabulate==0.9.0
 terminado==0.17.1
 tinycss2==1.2.1
@@ -184,13 +184,13 @@ typing-extensions==4.7.1
 ujson==5.7.0
 uri-template==1.3.0
 urllib3==2.0.7
-virtualenv==20.26.3
+virtualenv==20.26.4
 wcwidth==0.2.13
 webcolors==1.13
 webencodings==0.5.1
 websocket-client==1.6.1
 wheel==0.42.0
-widgetsnbextension==4.0.11
+widgetsnbextension==4.0.13
 y-py==0.6.2
 ypy-websocket==0.8.4
 zipp==3.15.0
diff --git a/.constraints/py3.8.txt b/.constraints/py3.8.txt
index 67b05998..e5a2358c 100644
--- a/.constraints/py3.8.txt
+++ b/.constraints/py3.8.txt
@@ -9,14 +9,14 @@ arrow==1.3.0
 asttokens==2.4.1
 async-lru==2.0.4
 attrs==24.2.0
-babel==2.15.0
+babel==2.16.0
 backcall==0.2.0
 beautifulsoup4==4.12.3
 bleach==6.1.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-cffi==1.17.0
+cachetools==5.5.0
+cattrs==24.1.0
+certifi==2024.8.30
+cffi==1.17.1
 cfgv==3.4.0
 chardet==5.2.0
 charset-normalizer==3.3.2
@@ -32,28 +32,28 @@ docstring-to-markdown==0.15
 docutils==0.17.1
 exceptiongroup==1.2.2
 execnet==2.1.1
-executing==2.0.1
+executing==2.1.0
 fastjsonschema==2.20.0
-filelock==3.15.4
+filelock==3.16.0
 fqdn==1.5.1
 gitdb==4.0.11
 gitpython==3.1.43
 gprof2dot==2024.6.6
 graphviz==0.20.3
-greenlet==3.0.3
+greenlet==3.1.0
 h11==0.14.0
 hepunits==2.3.4
 httpcore==1.0.5
-httpx==0.27.0
+httpx==0.27.2
 identify==2.6.0
-idna==3.7
+idna==3.8
 imagesize==1.4.1
-importlib-metadata==8.2.0
-importlib-resources==6.4.0
+importlib-metadata==8.4.0
+importlib-resources==6.4.5
 iniconfig==2.0.0
 ipykernel==6.29.5
 ipython==8.12.3
-ipywidgets==8.1.3
+ipywidgets==8.1.5
 isoduration==20.11.0
 jedi==0.19.1
 jinja2==3.1.4
@@ -69,14 +69,14 @@ jupyter-lsp==2.2.5
 jupyter-server==2.14.2
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab-code-formatter==3.0.1
+jupyterlab==4.2.5
+jupyterlab-code-formatter==3.0.2
 jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.3
-jupyterlab-widgets==3.0.11
+jupyterlab-widgets==3.0.13
 latexcodec==3.0.0
 livereload==2.7.0
 lsprotocol==2023.0.1
@@ -86,13 +86,13 @@ matplotlib-inline==0.1.7
 mdit-py-plugins==0.3.5
 mdurl==0.1.2
 mistune==3.0.2
-mypy==1.11.1
+mypy==1.11.2
 mypy-extensions==1.0.0
 myst-nb==0.17.2
 myst-parser==0.18.1
 nbclient==0.6.8
 nbconvert==7.16.4
-nbdime==4.0.1
+nbdime==4.0.2
 nbformat==5.10.4
 nbmake==1.5.4
 nest-asyncio==1.6.0
@@ -102,11 +102,11 @@ overrides==7.7.0
 packaging==24.1
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.24.0
+particle==0.25.0
 pexpect==4.9.0
 pickleshare==0.7.5
 pkgutil-resolve-name==1.3.10
-platformdirs==4.2.2
+platformdirs==4.3.2
 pluggy==1.5.0
 pre-commit==3.5.0
 prometheus-client==0.20.0
@@ -120,9 +120,9 @@ pycparser==2.22
 pydata-sphinx-theme==0.14.4
 pydot==1.4.2
 pygments==2.18.0
-pyparsing==3.1.2
+pyparsing==3.1.4
 pyproject-api==1.7.1
-pytest==8.3.2
+pytest==8.3.3
 pytest-cov==5.0.0
 pytest-profiling==1.7.0
 pytest-xdist==3.6.1
@@ -131,24 +131,24 @@ python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
 python-lsp-ruff==2.2.2
-python-lsp-server==1.11.0
+python-lsp-server==1.12.0
 pytoolconfig==1.3.1
 pytz==2024.1
 pyyaml==6.0.2
-pyzmq==26.1.0
+pyzmq==26.2.0
 referencing==0.35.1
 requests==2.32.3
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
 rpds-py==0.20.0
-ruff==0.5.6
+ruff==0.6.4
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
-soupsieve==2.5
+soupsieve==2.6
 sphinx==5.3.0
 sphinx-api-relink==0.0.9
 sphinx-autobuild==2021.3.14
@@ -168,31 +168,31 @@ sphinxcontrib-htmlhelp==2.0.1
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==1.0.3
 sphinxcontrib-serializinghtml==1.1.5
-sqlalchemy==2.0.32
+sqlalchemy==2.0.34
 stack-data==0.6.3
 tabulate==0.9.0
 terminado==0.18.1
 tinycss2==1.3.0
 tomli==2.0.1
 tornado==6.4.1
-tox==4.17.0
+tox==4.18.1
 tqdm==4.66.5
 traitlets==5.14.3
-types-python-dateutil==2.9.0.20240316
-types-pyyaml==6.0.12.20240724
-types-setuptools==71.1.0.20240806
+types-python-dateutil==2.9.0.20240906
+types-pyyaml==6.0.12.20240808
+types-setuptools==74.1.0.20240907
 typing-extensions==4.12.2
 ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
-virtualenv==20.26.3
+virtualenv==20.26.4
 wcwidth==0.2.13
-webcolors==24.6.0
+webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==1.8.0
 wheel==0.44.0
-widgetsnbextension==4.0.11
-zipp==3.19.2
+widgetsnbextension==4.0.13
+zipp==3.20.1
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.constraints/py3.9.txt b/.constraints/py3.9.txt
index 608df10d..eee16a4e 100644
--- a/.constraints/py3.9.txt
+++ b/.constraints/py3.9.txt
@@ -9,13 +9,13 @@ arrow==1.3.0
 asttokens==2.4.1
 async-lru==2.0.4
 attrs==24.2.0
-babel==2.15.0
+babel==2.16.0
 beautifulsoup4==4.12.3
 bleach==6.1.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-cffi==1.17.0
+cachetools==5.5.0
+cattrs==24.1.0
+certifi==2024.8.30
+cffi==1.17.1
 cfgv==3.4.0
 chardet==5.2.0
 charset-normalizer==3.3.2
@@ -31,27 +31,27 @@ docstring-to-markdown==0.15
 docutils==0.21.2
 exceptiongroup==1.2.2
 execnet==2.1.1
-executing==2.0.1
+executing==2.1.0
 fastjsonschema==2.20.0
-filelock==3.15.4
+filelock==3.16.0
 fqdn==1.5.1
 gitdb==4.0.11
 gitpython==3.1.43
 gprof2dot==2024.6.6
 graphviz==0.20.3
-greenlet==3.0.3
+greenlet==3.1.0
 h11==0.14.0
 hepunits==2.3.4
 httpcore==1.0.5
-httpx==0.27.0
+httpx==0.27.2
 identify==2.6.0
-idna==3.7
+idna==3.8
 imagesize==1.4.1
-importlib-metadata==8.2.0
+importlib-metadata==8.4.0
 iniconfig==2.0.0
 ipykernel==6.29.5
 ipython==8.18.1
-ipywidgets==8.1.3
+ipywidgets==8.1.5
 isoduration==20.11.0
 jedi==0.19.1
 jinja2==3.1.4
@@ -67,29 +67,29 @@ jupyter-lsp==2.2.5
 jupyter-server==2.14.2
 jupyter-server-mathjax==0.2.6
 jupyter-server-terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab-code-formatter==3.0.1
+jupyterlab==4.2.5
+jupyterlab-code-formatter==3.0.2
 jupyterlab-git==0.50.1
 jupyterlab-lsp==5.1.0
 jupyterlab-myst==2.4.2
 jupyterlab-pygments==0.3.0
 jupyterlab-server==2.27.3
-jupyterlab-widgets==3.0.11
+jupyterlab-widgets==3.0.13
 latexcodec==3.0.0
 lsprotocol==2023.0.1
 markdown-it-py==3.0.0
 markupsafe==2.1.5
 matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.1
+mdit-py-plugins==0.4.2
 mdurl==0.1.2
 mistune==3.0.2
-mypy==1.11.1
+mypy==1.11.2
 mypy-extensions==1.0.0
 myst-nb==1.1.1
 myst-parser==3.0.1
 nbclient==0.6.8
 nbconvert==7.16.4
-nbdime==4.0.1
+nbdime==4.0.2
 nbformat==5.10.4
 nbmake==1.5.4
 nest-asyncio==1.6.0
@@ -99,9 +99,9 @@ overrides==7.7.0
 packaging==24.1
 pandocfilters==1.5.1
 parso==0.8.4
-particle==0.24.0
+particle==0.25.0
 pexpect==4.9.0
-platformdirs==4.2.2
+platformdirs==4.3.2
 pluggy==1.5.0
 pre-commit==3.8.0
 prometheus-client==0.20.0
@@ -115,9 +115,9 @@ pycparser==2.22
 pydata-sphinx-theme==0.15.4
 pydot==1.4.2
 pygments==2.18.0
-pyparsing==3.1.2
+pyparsing==3.1.4
 pyproject-api==1.7.1
-pytest==8.3.2
+pytest==8.3.3
 pytest-cov==5.0.0
 pytest-profiling==1.7.0
 pytest-xdist==3.6.1
@@ -126,26 +126,26 @@ python-dateutil==2.9.0.post0
 python-json-logger==2.0.7
 python-lsp-jsonrpc==1.1.2
 python-lsp-ruff==2.2.2
-python-lsp-server==1.11.0
+python-lsp-server==1.12.0
 pytoolconfig==1.3.1
 pyyaml==6.0.2
-pyzmq==26.1.0
+pyzmq==26.2.0
 referencing==0.35.1
 requests==2.32.3
 rfc3339-validator==0.1.4
 rfc3986-validator==0.1.1
 rope==1.13.0
 rpds-py==0.20.0
-ruff==0.5.6
+ruff==0.6.4
 send2trash==1.8.3
 six==1.16.0
 smmap==5.0.1
 sniffio==1.3.1
 snowballstemmer==2.2.0
-soupsieve==2.5
+soupsieve==2.6
 sphinx==7.4.7
 sphinx-api-relink==0.0.9
-sphinx-autobuild==2024.4.16
+sphinx-autobuild==2024.9.3
 sphinx-book-theme==1.1.3
 sphinx-codeautolink==0.15.2
 sphinx-comments==0.0.3
@@ -162,35 +162,35 @@ sphinxcontrib-htmlhelp==2.1.0
 sphinxcontrib-jsmath==1.0.1
 sphinxcontrib-qthelp==2.0.0
 sphinxcontrib-serializinghtml==2.0.0
-sqlalchemy==2.0.32
+sqlalchemy==2.0.34
 stack-data==0.6.3
-starlette==0.38.2
+starlette==0.38.5
 tabulate==0.9.0
 terminado==0.18.1
 tinycss2==1.3.0
 tomli==2.0.1
 tornado==6.4.1
-tox==4.17.0
+tox==4.18.1
 tqdm==4.66.5
 traitlets==5.14.3
-types-python-dateutil==2.9.0.20240316
-types-pyyaml==6.0.12.20240724
-types-setuptools==71.1.0.20240806
+types-python-dateutil==2.9.0.20240906
+types-pyyaml==6.0.12.20240808
+types-setuptools==74.1.0.20240907
 typing-extensions==4.12.2
 ujson==5.10.0
 uri-template==1.3.0
 urllib3==2.2.2
-uvicorn==0.30.5
-virtualenv==20.26.3
-watchfiles==0.23.0
+uvicorn==0.30.6
+virtualenv==20.26.4
+watchfiles==0.24.0
 wcwidth==0.2.13
-webcolors==24.6.0
+webcolors==24.8.0
 webencodings==0.5.1
 websocket-client==1.8.0
-websockets==12.0
+websockets==13.0.1
 wheel==0.44.0
-widgetsnbextension==4.0.11
-zipp==3.19.2
+widgetsnbextension==4.0.13
+zipp==3.20.1
 
 # The following packages were excluded from the output:
 # setuptools
diff --git a/.cspell.json b/.cspell.json
index 8c38a961..9aa9ea83 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -26,8 +26,9 @@
     "*particle*.*ml",
     ".constraints/*.txt",
     ".editorconfig",
+    ".envrc",
+    ".gitattributes",
     ".gitignore",
-    ".gitpod.*",
     ".pre-commit-config.yaml",
     ".prettierignore",
     ".readthedocs.yml",
@@ -78,7 +79,6 @@
     "gellmann",
     "genindex",
     "getsource",
-    "gitpod",
     "hankel",
     "heli",
     "heurisch",
diff --git a/.envrc b/.envrc
index cce3aa58..e1d415a5 100644
--- a/.envrc
+++ b/.envrc
@@ -1 +1,10 @@
-layout anaconda
+if [ -e .venv ]; then
+  source .venv/bin/activate
+elif [ -e venv ]; then
+  source venv/bin/activate
+elif [ -e .pixi ]; then
+  watch_file pixi.lock
+  eval "$(pixi shell-hook)"
+else
+  layout anaconda
+fi
diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 00000000..18f6c7e9
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+pixi.lock linguist-language=YAML linguist-generated=true
diff --git a/.gitignore b/.gitignore
index f7b7246a..cd08a7f8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -40,6 +40,7 @@ TAGS
 
 # Virtual environments
 *venv/
+.pixi/
 .tox/
 pyvenv*/
 
@@ -51,7 +52,6 @@ pyvenv*/
 !.cspell.json
 !.github/*.yml
 !.github/*/*.yml
-!.gitpod.yml
 !.pre-commit-config.yaml
 !.readthedocs.yml
 !.vscode/*.json
diff --git a/.gitpod.yml b/.gitpod.yml
deleted file mode 100644
index abc3e5cc..00000000
--- a/.gitpod.yml
+++ /dev/null
@@ -1,37 +0,0 @@
-tasks:
-  - init: pyenv local 3.9
-  - init: pip install -c .constraints/py3.9.txt -e .[dev]
-
-github:
-  prebuilds:
-    master: true
-    branches: false
-    pullRequests: true
-    pullRequestsFromForks: true
-    addComment: false
-    addBadge: false
-    addLabel: false
-
-vscode:
-  extensions:
-    - charliermarsh.ruff
-    - christian-kohler.path-intellisense
-    - eamodio.gitlens
-    - editorconfig.editorconfig
-    - esbenp.prettier-vscode
-    - executablebookproject.myst-highlight
-    - github.vscode-github-actions
-    - github.vscode-pull-request-github
-    - joaompinto.vscode-graphviz
-    - ms-python.mypy-type-checker
-    - ms-python.python
-    - ms-python.vscode-pylance
-    - ms-vscode.live-server
-    - ms-vsliveshare.vsliveshare
-    - redhat.vscode-yaml
-    - ryanluker.vscode-coverage-gutters
-    - soulcode.vscode-unwanted-extensions
-    - stkb.rewrap
-    - streetsidesoftware.code-spell-checker
-    - tamasfe.even-better-toml
-    - yzhang.markdown-all-in-one
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 234ffcd2..8ac11a11 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -4,9 +4,7 @@ ci:
   skip:
     - check-jsonschema
     - mypy
-    - prettier
     - pyright
-    - taplo
 
 repos:
   - repo: meta
@@ -14,11 +12,31 @@ repos:
       - id: check-hooks-apply
       - id: check-useless-excludes
 
+  - repo: https://github.com/ComPWA/policy
+    rev: 0.4.0
+    hooks:
+      - id: check-dev-files
+        args:
+          - --doc-apt-packages=graphviz
+          - --no-prettierrc
+          - --pin-requirements=monthly
+          - --repo-name=qrules
+          - --repo-title=QRules
+      - id: colab-toc-visible
+      - id: fix-nbformat-version
+      - id: remove-empty-tags
+      - id: set-nb-cells
+        args:
+          - --add-install-cell
+          - --additional-packages=IPython
+          - --extras-require=doc,viz
+
   - repo: https://github.com/kynan/nbstripout
     rev: 0.7.1
     hooks:
       - id: nbstripout
         args:
+          - --drop-empty-cells
           - --extra-keys
           - |
             cell.attachments
@@ -41,27 +59,8 @@ repos:
             metadata.varInspector
             metadata.vscode
 
-  - repo: https://github.com/ComPWA/policy
-    rev: 0.3.18
-    hooks:
-      - id: check-dev-files
-        args:
-          - --doc-apt-packages=graphviz
-          - --no-prettierrc
-          - --pin-requirements=monthly
-          - --repo-name=qrules
-          - --repo-title=QRules
-      - id: colab-toc-visible
-      - id: fix-nbformat-version
-      - id: remove-empty-tags
-      - id: set-nb-cells
-        args:
-          - --add-install-cell
-          - --additional-packages=IPython
-          - --extras-require=doc,viz
-
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.5.6
+    rev: v0.6.4
     hooks:
       - id: ruff
         args: [--fix]
@@ -92,15 +91,15 @@ repos:
         args: ["--django"]
       - id: trailing-whitespace
 
-  - repo: https://github.com/pre-commit/mirrors-prettier
-    rev: v4.0.0-alpha.8
+  - repo: https://github.com/ComPWA/prettier-pre-commit
+    rev: v3.3.3
     hooks:
       - id: prettier
 
-  - repo: https://github.com/ComPWA/mirrors-taplo
-    rev: v0.8.1
+  - repo: https://github.com/ComPWA/taplo-pre-commit
+    rev: v0.9.3
     hooks:
-      - id: taplo
+      - id: taplo-format
 
   - repo: https://github.com/pappasam/toml-sort
     rev: v0.23.1
@@ -110,7 +109,7 @@ repos:
           - --in-place
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.29.1
+    rev: 0.29.2
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -123,12 +122,12 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.13.1
+    rev: v8.13.3
     hooks:
       - id: cspell
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 2.7.3
+    rev: 3.0.3
     hooks:
       - id: editorconfig-checker
         name: editorconfig
@@ -149,6 +148,6 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.374
+    rev: v1.1.379
     hooks:
       - id: pyright
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index c48e310f..2b3cdd42 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -9,6 +9,7 @@
     "github.vscode-github-actions",
     "github.vscode-pull-request-github",
     "joaompinto.vscode-graphviz",
+    "mhutchie.git-graph",
     "ms-python.mypy-type-checker",
     "ms-python.python",
     "ms-python.vscode-pylance",
diff --git a/.vscode/settings.json b/.vscode/settings.json
index a5b46e91..f63375fb 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -34,7 +34,8 @@
   "diffEditor.experimental.showMoves": true,
   "editor.formatOnSave": true,
   "files.associations": {
-    "**/.constraints/py*.txt": "pip-requirements"
+    "**/.constraints/py*.txt": "pip-requirements",
+    "**/pixi.lock": "yaml"
   },
   "files.watcherExclude": {
     "**/*_cache/**": true,
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index d514fb3e..4d2abc42 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -1,6 +1,5 @@
 # How to contribute?
 
 [![Open in Visual Studio Code](https://img.shields.io/badge/vscode-open-blue?logo=visualstudiocode)](https://open.vscode.dev/ComPWA/qrules)
-[![GitPod](https://img.shields.io/badge/gitpod-open-blue?logo=gitpod)](https://gitpod.io/#https://github.com/ComPWA/qrules)
 
 This package is part of the [ComPWA Organization](https://github.com/ComPWA). For more information about how to contribute to the packages, go to [compwa.github.io/develop](https://compwa.github.io/develop)!
diff --git a/README.md b/README.md
index c8f8c30c..29bccede 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,6 @@
 [![Binder](https://static.mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ComPWA/qrules/stable?filepath=docs/usage)
 [![Google Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ComPWA/qrules/blob/stable)
 [![Open in Visual Studio Code](https://img.shields.io/badge/vscode-open-blue?logo=visualstudiocode)](https://open.vscode.dev/ComPWA/qrules)
-[![GitPod](https://img.shields.io/badge/gitpod-open-blue?logo=gitpod)](https://gitpod.io/#https://github.com/ComPWA/qrules)
 
 [![Documentation](https://readthedocs.org/projects/qrules/badge/?version=latest)](https://qrules.readthedocs.io)
 [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/ComPWA/qrules/main.svg)](https://results.pre-commit.ci/latest/github/ComPWA/qrules/main)
diff --git a/docs/usage/reaction.ipynb b/docs/usage/reaction.ipynb
index 35c53455..86b6fe85 100644
--- a/docs/usage/reaction.ipynb
+++ b/docs/usage/reaction.ipynb
@@ -488,7 +488,7 @@
    "source": [
     "stm.set_allowed_intermediate_particles(r\"f\\([02]\\)\", regex=True)\n",
     "reaction = stm.find_solutions(problem_sets)\n",
-    "assert len(reaction.get_intermediate_particles().names) == 12"
+    "assert len(reaction.get_intermediate_particles().names) == 13"
    ]
   },
   {
@@ -604,7 +604,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.17"
+   "version": "3.9.19"
   }
  },
  "nbformat": 4,
diff --git a/environment.yml b/environment.yml
index 866fc840..28571326 100644
--- a/environment.yml
+++ b/environment.yml
@@ -7,5 +7,3 @@ dependencies:
   - graphviz
   - pip:
       - -c .constraints/py3.9.txt -e .[dev]
-variables:
-  PRETTIER_LEGACY_CLI: 1
diff --git a/pyproject.toml b/pyproject.toml
index f836a7f9..ebca45f6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -146,6 +146,8 @@ namespaces = false
 where = ["src"]
 
 [tool.setuptools_scm]
+local_scheme = "no-local-version"
+version_scheme = "post-release"
 write_to = "src/qrules/version.py"
 
 [tool.coverage.run]
@@ -201,6 +203,128 @@ module = ["sphinx.*"]
 ignore_missing_imports = true
 module = ["tqdm.*"]
 
+[tool.pixi.project]
+channels = ["conda-forge"]
+platforms = ["linux-64"]
+
+[tool.pixi.activation.env]
+PRETTIER_LEGACY_CLI = "1"
+
+[tool.pixi.dependencies]
+graphviz = "*"
+python = "3.9.*"
+
+[tool.pixi.environments]
+default = {features = [
+    "all",
+    "dev",
+    "doc",
+    "jupyter",
+    "sty",
+    "test",
+    "types",
+    "viz",
+]}
+
+[tool.pixi.feature.dev.tasks.ci]
+depends_on = ["cov", "docnb", "linkcheck", "sty"]
+
+[tool.pixi.feature.dev.tasks.cov]
+cmd = """
+pytest tests/unit \
+    --cov-fail-under=90 \
+    --cov-report=html \
+    --cov-report=xml \
+    --cov=qrules
+"""
+
+[tool.pixi.feature.dev.tasks.doc]
+cmd = """
+sphinx-build \
+    --builder html \
+    --keep-going \
+    --show-traceback --fail-on-warning \
+    docs/ docs/_build/html
+"""
+env = {FORCE_COLOR = "yes"}
+
+[tool.pixi.feature.dev.tasks.doclive]
+cmd = """
+sphinx-autobuild \
+    --builder html \
+    --open-browser \
+    --re-ignore '.*/__pycache__/.*' \
+    --re-ignore '.*/.ipynb_checkpoints/.*' \
+    --re-ignore '.*\\.tmp' \
+    --re-ignore 'docs/_build/.*' \
+    --re-ignore 'docs/_images/.*' \
+    --re-ignore 'docs/_static/logo\\..*' \
+    --re-ignore 'docs/.*\\.csv' \
+    --re-ignore 'docs/.*\\.gv' \
+    --re-ignore 'docs/.*\\.inv' \
+    --re-ignore 'docs/.*\\.json' \
+    --re-ignore 'docs/.*\\.pickle' \
+    --re-ignore 'docs/.*\\.yaml' \
+    --re-ignore 'docs/.*\\.yml' \
+    --re-ignore 'docs/api/.*' \
+    --watch docs \
+    --watch src \
+    docs/ docs/_build/html
+"""
+env = {FORCE_COLOR = "yes"}
+
+[tool.pixi.feature.dev.tasks.docnb]
+cmd = "pixi run doc"
+env = {EXECUTE_NB = "yes", FORCE_COLOR = "yes"}
+
+[tool.pixi.feature.dev.tasks.docnb-force]
+cmd = "pixi run doc"
+env = {FORCE_COLOR = "yes", FORCE_EXECUTE_NB = "yes", PYTHONHASHSEED = "0"}
+
+[tool.pixi.feature.dev.tasks.docnblive]
+cmd = "pixi run doclive"
+env = {EXECUTE_NB = "yes", FORCE_COLOR = "yes", PYTHONHASHSEED = "0"}
+
+[tool.pixi.feature.dev.tasks.linkcheck]
+cmd = """
+sphinx-build \
+    --builder linkcheck \
+    --show-traceback \
+    docs/ docs/_build/linkcheck
+"""
+env = {FORCE_COLOR = "yes"}
+
+[tool.pixi.feature.dev.tasks.nb]
+cmd = "pytest --nbmake docs"
+
+[tool.pixi.feature.dev.tasks.pydeps]
+cmd = """
+pydeps qrules \
+    -o ../module_structure.svg \
+    --exclude *._* \
+    --max-bacon=1 \
+    --noshow
+"""
+
+[tool.pixi.feature.dev.tasks.sty]
+cmd = "pre-commit run  -a"
+env = {SKIP = "pyright"}
+
+[tool.pixi.feature.dev.tasks.test]
+cmd = """
+pytest  \
+    --cov-fail-under=90 \
+    --cov-report=html \
+    --cov-report=xml \
+    --cov=qrules
+"""
+
+[tool.pixi.feature.dev.tasks.tests]
+cmd = "pytest src tests/unit"
+
+[tool.pixi.pypi-dependencies]
+qrules = {path = ".", editable = true}
+
 [tool.pyright]
 exclude = [
     "**/.git",
@@ -281,7 +405,6 @@ src = [
     "src",
     "tests",
 ]
-target-version = "py37"
 
 [tool.ruff.format]
 docstring-code-format = true
@@ -398,6 +521,5 @@ sort_first = [
     "tool.setuptools",
     "tool.setuptools_scm",
 ]
-sort_table_keys = true
 spaces_indent_inline_array = 4
 trailing_comma_inline_array = true
diff --git a/src/qrules/solving.py b/src/qrules/solving.py
index 73b22a50..8897ad06 100644
--- a/src/qrules/solving.py
+++ b/src/qrules/solving.py
@@ -440,16 +440,16 @@ def find_solutions(self, problem_set: QNProblemSet) -> QNResult:  # noqa: C901
         edge_not_satisfied_rules: dict[int, set[GraphElementRule]] = defaultdict(set)
         for node_id, rules in self.__node_rules.items():
             for rule in rules:
-                if self.__scoresheet.rule_calls[(node_id, rule)] == 0:
+                if self.__scoresheet.rule_calls[node_id, rule] == 0:
                     node_not_executed_rules[node_id].add(rule)
-                elif self.__scoresheet.rule_passes[(node_id, rule)] == 0:
+                elif self.__scoresheet.rule_passes[node_id, rule] == 0:
                     node_not_satisfied_rules[node_id].add(rule)
 
         for edge_id, edge_rules in self.__edge_rules.items():
             for rule in edge_rules:
-                if self.__scoresheet.rule_calls[(edge_id, rule)] == 0:
+                if self.__scoresheet.rule_calls[edge_id, rule] == 0:
                     edge_not_executed_rules[edge_id].add(rule)
-                elif self.__scoresheet.rule_passes[(edge_id, rule)] == 0:
+                elif self.__scoresheet.rule_passes[edge_id, rule] == 0:
                     edge_not_satisfied_rules[edge_id].add(rule)
 
         solutions = self.__convert_solution_keys(problem_set.topology, solutions)
@@ -750,8 +750,8 @@ def __init__(self) -> None:
     def register_rule(
         self, graph_element_id: int, rule: Rule
     ) -> Callable[[bool], None]:
-        self.__rule_calls[(graph_element_id, rule)] = 0
-        self.__rule_passes[(graph_element_id, rule)] = 0
+        self.__rule_calls[graph_element_id, rule] = 0
+        self.__rule_passes[graph_element_id, rule] = 0
 
         return self.__create_callback(graph_element_id, rule)
 
@@ -760,8 +760,8 @@ def __create_callback(
     ) -> Callable[[bool], None]:
         def passed_callback(passed: bool) -> None:
             if passed:
-                self.__rule_passes[(graph_element_id, rule)] += 1
-            self.__rule_calls[(graph_element_id, rule)] += 1
+                self.__rule_passes[graph_element_id, rule] += 1
+            self.__rule_calls[graph_element_id, rule] += 1
 
         return passed_callback
 
diff --git a/tests/unit/io/test_dict.py b/tests/unit/io/test_dict.py
index 038e3af1..fc34459d 100644
--- a/tests/unit/io/test_dict.py
+++ b/tests/unit/io/test_dict.py
@@ -24,8 +24,10 @@ def test_serialization(
     n_particles = len(particle_selection)
     if skh_particle_version < "0.16":
         assert n_particles == 181
-    else:
+    elif skh_particle_version < "0.25":
         assert n_particles == 193
+    else:
+        assert n_particles == 194
     asdict = io.asdict(particle_selection)
     imported_collection = io.fromdict(asdict)
     assert isinstance(imported_collection, ParticleCollection)
diff --git a/tests/unit/test_particle.py b/tests/unit/test_particle.py
index 4d68c984..d85138ca 100644
--- a/tests/unit/test_particle.py
+++ b/tests/unit/test_particle.py
@@ -417,8 +417,10 @@ def test_create_antiparticle_tilde(
         assert len(anti_particles) == 165
     elif skh_particle_version < "0.16":
         assert len(anti_particles) == 172
-    else:
+    elif skh_particle_version < "0.25":
         assert len(anti_particles) == 175
+    else:
+        assert len(anti_particles) == 176
     for anti_particle in anti_particles:
         particle_name = anti_particle.name.replace("~", "")
         if "+" in particle_name:
@@ -447,8 +449,10 @@ def test_create_antiparticle_by_pid(
         assert n_particles_with_neg_pid == 428
     elif skh_particle_version < "0.16":
         assert n_particles_with_neg_pid == 442
-    else:
+    elif skh_particle_version < "0.25":
         assert n_particles_with_neg_pid == 454
+    else:
+        assert n_particles_with_neg_pid == 456
 
 
 @pytest.mark.parametrize(
diff --git a/tests/unit/test_pdg.py b/tests/unit/test_pdg.py
index 7d4c7f99..d1b3b244 100644
--- a/tests/unit/test_pdg.py
+++ b/tests/unit/test_pdg.py
@@ -36,12 +36,14 @@ def test_pdg_size(pdg: ParticleCollection):
         519,  # particle==0.14-0.15
         531,  # particle==0.16-0.20
         530,  # particle==0.21-0.22
-        537,  # particle==0.23
+        537,  # particle==0.23-0.24
+        539,  # particle==0.25
     }
     assert len(pdg.filter(lambda p: "~" in p.name)) in {
         165,  # particle==0.13
         172,  # particle==0.14, 0.15
-        175,  # particle==0.16
+        175,  # particle==0.16-0.24
+        176,  # particle==0.25
     }
 
 
diff --git a/tox.ini b/tox.ini
index 36e587db..889faea2 100644
--- a/tox.ini
+++ b/tox.ini
@@ -32,9 +32,10 @@ allowlist_externals =
   sphinx-build
 commands =
   sphinx-build \
+    --builder html \
+    --fail-on-warning \
     --keep-going \
-    -TW \
-    -b html \
+    --show-traceback \
     docs/ docs/_build/html
 description =
   Build documentation and API through Sphinx
@@ -47,10 +48,14 @@ allowlist_externals =
   sphinx-autobuild
 commands =
   sphinx-autobuild \
+    --builder html \
     --open-browser \
-    --re-ignore .*/.ipynb_checkpoints/.* \
     --re-ignore .*/__pycache__/.* \
+    --re-ignore .*/.ipynb_checkpoints/.* \
     --re-ignore .*\.tmp \
+    --re-ignore docs/_build/.* \
+    --re-ignore docs/_images/.* \
+    --re-ignore docs/_static/logo\..* \
     --re-ignore docs/.*\.csv \
     --re-ignore docs/.*\.gv \
     --re-ignore docs/.*\.inv \
@@ -58,13 +63,9 @@ commands =
     --re-ignore docs/.*\.pickle \
     --re-ignore docs/.*\.yaml \
     --re-ignore docs/.*\.yml \
-    --re-ignore docs/_build/.* \
-    --re-ignore docs/_images/.* \
-    --re-ignore docs/_static/logo\..* \
     --re-ignore docs/api/.* \
     --watch docs \
     --watch src \
-    -b html \
     docs/ docs/_build/html
 description =
   Set up a server to directly preview changes to the HTML pages
@@ -77,9 +78,9 @@ allowlist_externals =
   sphinx-build
 commands =
   sphinx-build \
+    --builder html \
     --keep-going \
-    -TW \
-    -b html \
+    --show-traceback --fail-on-warning \
     docs/ docs/_build/html
 description =
   Build documentation through Sphinx WITH output of Jupyter notebooks
@@ -94,10 +95,14 @@ allowlist_externals =
   sphinx-autobuild
 commands =
   sphinx-autobuild \
+    --builder html \
     --open-browser \
-    --re-ignore .*/.ipynb_checkpoints/.* \
     --re-ignore .*/__pycache__/.* \
+    --re-ignore .*/.ipynb_checkpoints/.* \
     --re-ignore .*\.tmp \
+    --re-ignore docs/_build/.* \
+    --re-ignore docs/_images/.* \
+    --re-ignore docs/_static/logo\..* \
     --re-ignore docs/.*\.csv \
     --re-ignore docs/.*\.gv \
     --re-ignore docs/.*\.inv \
@@ -105,13 +110,9 @@ commands =
     --re-ignore docs/.*\.pickle \
     --re-ignore docs/.*\.yaml \
     --re-ignore docs/.*\.yml \
-    --re-ignore docs/_build/.* \
-    --re-ignore docs/_images/.* \
-    --re-ignore docs/_static/logo\..* \
     --re-ignore docs/api/.* \
     --watch docs \
     --watch src \
-    -b html \
     docs/ docs/_build/html
 description =
   Set up a server to directly preview changes to the HTML pages
@@ -126,9 +127,9 @@ allowlist_externals =
   sphinx-build
 commands =
   sphinx-build \
+    --builder html \
+    --fail-on-warning \
     --keep-going \
-    -b html \
-    -nW \
     docs/ docs/_build/html
 description =
   Execute ALL Jupyter notebooks and build documentation with Sphinx
@@ -152,8 +153,8 @@ allowlist_externals =
   sphinx-build
 commands =
   sphinx-build \
-    -T \
-    -b linkcheck \
+    --builder linkcheck \
+    --show-traceback \
     docs/ docs/_build/linkcheck
 description =
   Check external links in the documentation (requires internet connection)