diff --git a/Makefile b/Makefile
index 9fb3896e..9bc4c259 100644
--- a/Makefile
+++ b/Makefile
@@ -33,6 +33,7 @@ clean-docs: ## remove documentation artifacts
 
 distclean: clean  ## Restore to a clean checkout state
 	rm -f .git/hooks/pre-commit
+	rm -f docs/notebooks/*.log
 	hatch env prune
 
 test: init ## Run the tests (with coverage)
diff --git a/pyproject.toml b/pyproject.toml
index 4e8a9c1e..e22fe54d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,7 +52,6 @@ dev = [
   "pytest-cov<=2.6.1",
   "pytest-xdist",
   "nbval==0.11.0",
-  "watermark~=2.4",
   "weylchamber>=0.3.2",
   "ipython",
 ]
@@ -70,6 +69,7 @@ docs = [
   "Jinja2==3.0.3",
   "docutils<=0.17",
   "matplotlib==3.7.5",
+  "watermark~=2.4",
   "zip-files==0.4.1",
   "ipython",
 ]
@@ -103,6 +103,7 @@ cov-html = [
 description = "Generate the docs (Python 3.8)"
 template = "docs"
 features = [
+  "dev",
   "docs",
 ]
 python = "3.8"
diff --git a/scripts/release.py b/scripts/release.py
index 8d006584..36508ba1 100644
--- a/scripts/release.py
+++ b/scripts/release.py
@@ -67,7 +67,7 @@ def make_release(package_name, fast_test=False):
         'README.md',
         join('docs', '09_examples.rst'),
         join('docs', 'index.rst'),
-        join('docs', 'overview.rst'),
+        join('docs', '01_overview.rst'),
     ]
     for filename in files_with_binder_links:
         set_binder_branch(filename, "v" + str(new_version))
@@ -92,7 +92,7 @@ def make_release(package_name, fast_test=False):
     files_with_released_binder_links = [
         'README.md',
         join('docs', 'index.rst'),
-        join('docs', 'overview.rst'),
+        join('docs', '01_overview.rst'),
     ]
     for filename in files_with_binder_links:
         if filename in files_with_released_binder_links:
@@ -437,7 +437,7 @@ def make_notebooks(fast_test=False):
 def check_documentation():
     """Verify the documentation (interactively)."""
     click.echo("Making the documentation....")
-    run(['make', 'docs-artifacts'], check=True, stdout=DEVNULL)
+    run(['make', 'docs'], check=True, stdout=DEVNULL)
     click.echo(
         "Check documentation in file://"
         + os.getcwd()