diff --git a/baybe/constraints/continuous.py b/baybe/constraints/continuous.py
index d5d5be47e7..91fa4c17e7 100644
--- a/baybe/constraints/continuous.py
+++ b/baybe/constraints/continuous.py
@@ -103,7 +103,7 @@ def to_botorch(
         """Cast the constraint in a format required by botorch.
 
         Used in calling ``optimize_acqf_*`` functions, for details see
-        https://botorch.org/api/optim.html#botorch.optim.optimize.optimize_acqf
+        :func:`botorch.optim.optimize.optimize_acqf`
 
         Args:
             parameters: The parameter objects of the continuous space.
diff --git a/docs/conf.py b/docs/conf.py
index 62326b973d..2a7ebcc123 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -247,6 +247,7 @@
 
 # Mappings to all external packages that we want to have clickable links to
 intersphinx_mapping = {
+    "botorch": ("https://botorch.readthedocs.io/en/latest", None),
     "python": ("https://docs.python.org/3", None),
     "pandas": ("https://pandas.pydata.org/docs/", None),
     "polars": ("https://docs.pola.rs/api/python/stable/", None),
@@ -256,7 +257,7 @@
     "numpy": ("https://numpy.org/doc/stable/", None),
     "torch": ("https://pytorch.org/docs/main/", None),
     "rdkit": ("https://rdkit.org/docs/", None),
-    "shap": ("https://shap.readthedocs.io/en/latest/", None),
+    "shap": ("https://shap.readthedocs.io/en/stable/", None),
 }
 
 # --- Options for autodoc typehints and autodoc -------------------------------
diff --git a/examples/Transfer_Learning/backtesting.py b/examples/Transfer_Learning/backtesting.py
index 3d4bca784e..8f1c6d9745 100644
--- a/examples/Transfer_Learning/backtesting.py
+++ b/examples/Transfer_Learning/backtesting.py
@@ -49,7 +49,7 @@
 
 ### Creating the Search Space
 
-# This example uses the [Hartmann Function](https://botorch.org/api/test_functions.html#botorch.test_functions.synthetic.Hartmann)
+# This example uses the [Hartmann Function](botorch.test_functions.synthetic.Hartmann)
 # as implemented by `botorch`.
 # The bounds of the search space are dictated by the test function and can be extracted
 # from the function itself.