diff --git a/DaVinciExamples/python/DaVinciExamples/tupling/option_davinci_tupling_DTF_pvs.py b/DaVinciExamples/python/DaVinciExamples/tupling/option_davinci_tupling_DTF_pvs.py
index 85cbf1e6354af0d80de9905b39a7535303719763..505e3cf736455f89e0ac6b68d98b0527c4dcb7c6 100644
--- a/DaVinciExamples/python/DaVinciExamples/tupling/option_davinci_tupling_DTF_pvs.py
+++ b/DaVinciExamples/python/DaVinciExamples/tupling/option_davinci_tupling_DTF_pvs.py
@@ -13,9 +13,13 @@ Example options to show the usage of the DecayTreeFitter with PV constraints.
 rst_title: DecayTreeFitter with PV constraints
 rst_description: This example shows how to use DecayTreeFitter with PV constraints.
 It creates two ntuples. The first ntuple is filled with versions of the DecayTreeFitter algorithm:
- A. use a constraint to the PV associated to the particle ("OWNPV");
- B. use a constraint to the best PV from a list;
- C. perform multiple fits, each with another PV from the list in the event (WH advices against using this).
+
+  A. use a constraint to the PV associated to the particle ("OWNPV");
+
+  B. use a constraint to the best PV from a list;
+
+  C. perform multiple fits, each with another PV from the list in the event (WH advices against using this).
+
 To fill the second ntuple, the PV associated to each candidate is first unbiased. Then it fits the new particle list with DecayTreeFitter using the associated PV (method A).
 rst_running: lbexec DaVinciExamples.tupling.option_davinci_tupling_DTF_pvs:main $DAVINCIEXAMPLESROOT/example_data/test_passthrough_thor_lines.yaml
 rst_yaml: ../DaVinciExamples/example_data/test_passthrough_thor_lines.yaml
diff --git a/DaVinciTutorials/python/DaVinciTutorials/tutorial4_trigger_eventinfo.py b/DaVinciTutorials/python/DaVinciTutorials/tutorial4_trigger_eventinfo.py
index c2b042a98880d268d9e032dab13e4703b268b5a6..897f3fb0618b78196a44fa7b232ecde5414589b5 100644
--- a/DaVinciTutorials/python/DaVinciTutorials/tutorial4_trigger_eventinfo.py
+++ b/DaVinciTutorials/python/DaVinciTutorials/tutorial4_trigger_eventinfo.py
@@ -40,7 +40,7 @@ The function `get_decreports` takes as input:
 
 The `Hlt1` decisions can be stored in similar way to `Hlt2` and `Spruce`
 (see for example `option_trigger_decisions` in `DaVinciExamples` folder).
-For details, one can also refer to this `talk <https://indico.cern.ch/event/1164051/#5-accessing-hlt1-decisions-usi>`_
+For details, one can also refer to this `talk <https://indico.cern.ch/event/1164051/>`_
 that shows how to persist Hlt1 decisions, since one needs to add few options to the Moore script.
 
 rst_running: lbexec DaVinciTutorials.tutorial3_ThOrfunctors:main $DAVINCITUTORIALSROOT/options.yaml
diff --git a/DaVinciTutorials/python/DaVinciTutorials/tutorial6_DecayTreeFit.py b/DaVinciTutorials/python/DaVinciTutorials/tutorial6_DecayTreeFit.py
index b671629b118c3ea16b75de83f276f2515ac3e5b4..90c4f31843a93481a476bbc6604326b9f5ba9940 100644
--- a/DaVinciTutorials/python/DaVinciTutorials/tutorial6_DecayTreeFit.py
+++ b/DaVinciTutorials/python/DaVinciTutorials/tutorial6_DecayTreeFit.py
@@ -33,7 +33,7 @@ For more information on DTF see:
 
    - the original `article <https://inspirehep.net/literature/679286>`_
    - the `LHCb page <https://twiki.cern.ch/twiki/bin/view/LHCb/DecayTreeFitter>`_
-   - a lecture from its `author <https://www.nikhef.nl/~wouterh/topicallectures/TrackingAndVertexing/part6.pdf>`_
+   - a lecture from its `author <https://www.nikhef.nl/~wouterh/teaching/TrackingAndVertexing/part6.pdf>`_
 
 rst_running: lbexec DaVinciTutorials.tutorial6_DecayTreeFit:main $DAVINCITUTORIALSROOT/options.yaml
 rst_yaml: ../DaVinciTutorials/options.yaml
diff --git a/doc/conf.py b/doc/conf.py
index 3da52be09410c18d981b8cdabff96a67da24b37c..9e9e50f77aa98b80c1f314dbe418c88cf11ff37f 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -43,12 +43,12 @@ extensions = [
     "sphinx_rtd_theme",
     "sphinx.ext.autodoc",
     "sphinx.ext.napoleon",
+    "autoapi.extension",
     "sphinx.ext.viewcode",
     "sphinx.ext.graphviz",
     "sphinx.ext.todo",
     "graphviz_linked",
     "sphinxcontrib.autodoc_pydantic",
-    "autoapi.extension",
 ]
 
 # Control the display of the DaVinci.Options object