diff --git a/mkdocs.yml b/mkdocs.yml
index 45195d7..044fe14 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -36,6 +36,9 @@ plugins:
       execute: true
       include_source: True
 
+hooks:
+  - scripts/docs/hooks.py
+
 extra:
   analytics:
     provider: google
diff --git a/scripts/docs/hooks.py b/scripts/docs/hooks.py
new file mode 100644
index 0000000..1b97abe
--- /dev/null
+++ b/scripts/docs/hooks.py
@@ -0,0 +1,19 @@
+"""MkDocs lifecycle hooks."""
+
+import shutil
+import tempfile
+from pathlib import Path
+
+BUILD_TEMP_DIR_CONFIG_KEY = "build_temp_dir"
+
+
+def on_pre_build(config):
+    config[BUILD_TEMP_DIR_CONFIG_KEY] = Path(tempfile.mkdtemp(prefix="ravnar_docs_"))
+
+
+def on_post_build(config):
+    build_temp_dir: Path | None = config.pop(BUILD_TEMP_DIR_CONFIG_KEY, None)
+    if build_temp_dir is None or not build_temp_dir.exists():
+        return
+
+    shutil.rmtree(build_temp_dir, ignore_errors=True)
diff --git a/scripts/docs/macros.py b/scripts/docs/macros.py
index 329570e..a56dc49 100644
--- a/scripts/docs/macros.py
+++ b/scripts/docs/macros.py
@@ -1,4 +1,5 @@
 import json
+import re
 import textwrap
 from pathlib import Path
 from typing import Any
@@ -8,6 +9,7 @@
 import pygments.util
 import yaml
 from markupsafe import Markup
+from mkdocs_macros.plugin import MacrosPlugin
 from pydantic_settings import BaseSettings, PydanticBaseSettingsSource
 
 from _ravnar.config import Config
@@ -91,7 +93,7 @@ def render(self, attrs: list[str], *values: Any) -> str:
         )
 
 
-def define_env(env):
+def define_env(env: MacrosPlugin):
     config_options_renderer = ConfigOptionsRenderer()
 
     env.macro(config_options_renderer.render, name="config_options")
@@ -108,3 +110,39 @@ def include_file(rel_path, language="") -> str:
                 language = lexer_cls.aliases[0]
 
         return Markup(code(content, language=language))
+
+
+def on_pre_page_macros(env: MacrosPlugin) -> None:
+    """Preprocess tutorial notebook files to resolve cross-reference links.
+
+    mkdocs-jupyter converts notebooks directly to HTML via nbconvert, bypassing the markdown pipeline where
+    autorefs/mkdocstrings would normally resolve [target][] and [display][target] cross-references. This hook patches
+    the page to point at a temp copy of the notebook with those links already resolved, so mkdocs-jupyter picks up the
+    processed version without touching the original source files.
+    """
+    src_path = env.page.file.src_path
+    if not (src_path.startswith("tutorials/") and src_path.endswith((".py", ".ipynb"))):
+        return
+
+    original = Path(env.page.file.abs_src_path).read_text()
+
+    # Compute a relative path to references/python_api/ so links work regardless of
+    # whether the site is hosted at the root or a sub-path (e.g. /latest/).
+    depth = len(env.page.url.rstrip("/").split("/"))
+    python_api_reference = "../" * depth + "references/python_api/"
+
+    def replace_crossref(match: re.Match) -> str:
+        display, target = match.group(1), match.group(2)
+        if not target:
+            display = f"`{display}`"
+            target = match.group(1)
+        return f"[{display}]({python_api_reference}#{target})"
+
+    processed = re.sub(r"\[([^]]+)\]\[([^]]*)\]", replace_crossref, original)
+
+    temp_dir: Path = env.conf["build_temp_dir"] / "mkdocs-jupyter-crossref"
+    temp_dir.mkdir(exist_ok=True)
+
+    temp_file = temp_dir / Path(src_path).name
+    temp_file.write_text(processed)
+    env.page.file.abs_src_path = str(temp_file)