diff --git a/.cruft.json b/.cruft.json
index 2d8dd42..8cdfb50 100644
--- a/.cruft.json
+++ b/.cruft.json
@@ -1,7 +1,7 @@
 {
   "template": "https://github.com/scverse/cookiecutter-scverse",
-  "commit": "8e96abb5c3e2d5078c44713958da672711cf2a48",
-  "checkout": "v0.3.0",
+  "commit": "586b1652162ff7994b0070a034023d64289ae416",
+  "checkout": "v0.3.1",
   "context": {
     "cookiecutter": {
       "project_name": "embedding-scvi",
@@ -13,7 +13,8 @@
       "project_repo": "https://github.com/YosefLab/embedding-scvi",
       "license": "MIT License",
       "_copy_without_render": [
-        ".github/workflows/**.yaml",
+        ".github/workflows/build.yaml",
+        ".github/workflows/test.yaml",
         "docs/_templates/autosummary/**.rst"
       ],
       "_render_devdocs": false,
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index bd82eb5..1cdc222 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -11,7 +11,7 @@ jobs:
     runs-on: ubuntu-latest
     environment:
       name: pypi
-      url: https://pypi.org/p/{{ cookiecutter.package_name }}
+      url: https://pypi.org/p/embedding_scvi
     permissions:
       id-token: write # IMPORTANT: this permission is mandatory for trusted publishing
     steps:
diff --git a/.pre-commit-config.yaml.rej b/.pre-commit-config.yaml.rej
new file mode 100644
index 0000000..831fbdc
--- /dev/null
+++ b/.pre-commit-config.yaml.rej
@@ -0,0 +1,34 @@
+diff a/.pre-commit-config.yaml b/.pre-commit-config.yaml	(rejected hunks)
+@@ -6,29 +6,18 @@ default_stages:
+   - push
+ minimum_pre_commit_version: 2.16.0
+ repos:
+-  - repo: https://github.com/psf/black
+-    rev: "24.2.0"
+-    hooks:
+-      - id: black
+-  - repo: https://github.com/asottile/blacken-docs
+-    rev: 1.16.0
+-    hooks:
+-      - id: blacken-docs
+   - repo: https://github.com/pre-commit/mirrors-prettier
+     rev: v4.0.0-alpha.8
+     hooks:
+       - id: prettier
+-        # Newer versions of node don't work on systems that have an older version of GLIBC
+-        # (in particular Ubuntu 18.04 and Centos 7)
+-        # EOL of Centos 7 is in 2024-06, we can probably get rid of this then.
+-        # See https://github.com/scverse/cookiecutter-scverse/issues/143 and
+-        # https://github.com/jupyterlab/jupyterlab/issues/12675
+-        language_version: "17.9.1"
+   - repo: https://github.com/astral-sh/ruff-pre-commit
+     rev: v0.2.2
+     hooks:
+       - id: ruff
++        types_or: [python, pyi, jupyter]
+         args: [--fix, --exit-non-zero-on-fix]
++      - id: ruff-format
++        types_or: [python, pyi, jupyter]
+   - repo: https://github.com/pre-commit/pre-commit-hooks
+     rev: v4.5.0
+     hooks:
diff --git a/docs/contributing.md b/docs/contributing.md
index ab82993..7756f34 100644
--- a/docs/contributing.md
+++ b/docs/contributing.md
@@ -93,7 +93,7 @@ Before making a release, you need to update the version number in the `pyproject
 > Additional labels for pre-release and build metadata are available as extensions to the MAJOR.MINOR.PATCH format.
 
 Once you are done, commit and push your changes and navigate to the "Releases" page of this project on GitHub.
-Specify `vX.X.X` as a tag name and create a release. For more information, see [managing Github releases][]. This will automatically create a git tag and trigger a Github workflow that creates a release on PyPI.
+Specify `vX.X.X` as a tag name and create a release. For more information, see [managing GitHub releases][]. This will automatically create a git tag and trigger a Github workflow that creates a release on PyPI.
 
 ## Writing documentation
 
@@ -157,3 +157,4 @@ open _build/html/index.html
 [numpydoc]: https://numpydoc.readthedocs.io/en/latest/format.html
 [sphinx autodoc typehints]: https://github.com/tox-dev/sphinx-autodoc-typehints
 [pypi]: https://pypi.org/
+[managing GitHub releases]: https://docs.github.com/en/repositories/releasing-projects-on-github/managing-releases-in-a-repository
diff --git a/pyproject.toml b/pyproject.toml
index b2861c6..8fa4cab 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -61,12 +61,15 @@ addopts = [
     "--import-mode=importlib",  # allow using test files with same name
 ]
 
-[tool.black]
-line-length = 120
-
 [tool.ruff]
-src = ["src"]
 line-length = 120
+src = ["src"]
+extend-include = ["*.ipynb"]
+
+[tool.ruff.format]
+docstring-code-format = true
+
+[tool.ruff.lint]
 select = [
     "F",  # Errors detected by Pyflakes
     "E",  # Error detected by Pycodestyle
@@ -81,7 +84,7 @@ select = [
     "RUF100",  # Report unused noqa directives
 ]
 ignore = [
-    # line too long -> we accept long comment lines; black gets rid of long code lines
+    # line too long -> we accept long comment lines; formatter gets rid of long code lines
     "E501",
     # Do not assign a lambda expression, use a def -> lambda expression assignments are convenient
     "E731",
@@ -108,10 +111,10 @@ ignore = [
     "D213",
 ]
 
-[tool.ruff.pydocstyle]
+[tool.ruff.lint.pydocstyle]
 convention = "numpy"
 
-[tool.ruff.per-file-ignores]
+[tool.ruff.lint.per-file-ignores]
 "docs/*" = ["I"]
 "tests/*" = ["D"]
 "*/__init__.py" = ["F401"]
@@ -125,5 +128,5 @@ skip = [
     "docs/changelog.md",
     "docs/references.bib",
     "docs/references.md",
-    "docs/notebooks/example.ipynb"
+    "docs/notebooks/example.ipynb",
 ]
diff --git a/pyproject.toml.rej b/pyproject.toml.rej
new file mode 100644
index 0000000..2774627
--- /dev/null
+++ b/pyproject.toml.rej
@@ -0,0 +1,17 @@
+diff a/pyproject.toml b/pyproject.toml	(rejected hunks)
+@@ -21,13 +21,13 @@ urls.Home-page = "https://github.com/YosefLab/embedding-scvi"
+ dependencies = [
+     "anndata",
+     # for debug logging (referenced from the issue template)
+-    "session-info"
++    "session-info",
+ ]
+ 
+ [project.optional-dependencies]
+ dev = [
+     "pre-commit",
+-    "twine>=4.0.2"
++    "twine>=4.0.2",
+ ]
+ doc = [
+     "docutils>=0.8,!=0.18.*,!=0.19.*",