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diff --git a/.doctrees/README.doctree b/.doctrees/README.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
diff --git a/.doctrees/index.doctree b/.doctrees/index.doctree
diff --git a/.doctrees/projects/Hamiltonian.doctree b/.doctrees/projects/Hamiltonian.doctree
diff --git a/.doctrees/projects/doc_fput.doctree b/.doctrees/projects/doc_fput.doctree
diff --git a/.doctrees/tutorial/doc_step_2_C.doctree b/.doctrees/tutorial/doc_step_2_C.doctree
diff --git a/.doctrees/tutorial/doc_step_3_B.doctree b/.doctrees/tutorial/doc_step_3_B.doctree
diff --git a/.doctrees/tutorial/doc_step_4_D.doctree b/.doctrees/tutorial/doc_step_4_D.doctree
diff --git a/.doctrees/tutorial/doc_step_7_A.doctree b/.doctrees/tutorial/doc_step_7_A.doctree
diff --git a/.doctrees/tutorial/doc_step_7_B.doctree b/.doctrees/tutorial/doc_step_7_B.doctree
diff --git a/.doctrees/tutorial/doc_step_7_C.doctree b/.doctrees/tutorial/doc_step_7_C.doctree
diff --git a/.doctrees/tutorial/doc_step_8_C.doctree b/.doctrees/tutorial/doc_step_8_C.doctree
diff --git a/.doctrees/tutorial/step_2.doctree b/.doctrees/tutorial/step_2.doctree
diff --git a/.doctrees/tutorial/step_3.doctree b/.doctrees/tutorial/step_3.doctree
diff --git a/.doctrees/tutorial/step_4.doctree b/.doctrees/tutorial/step_4.doctree
diff --git a/.doctrees/tutorial/step_7.doctree b/.doctrees/tutorial/step_7.doctree
diff --git a/.doctrees/tutorial/step_8.doctree b/.doctrees/tutorial/step_8.doctree
diff --git a/README.html b/README.html
@@ -74,7 +74,7 @@ <h2>Features<a class="headerlink" href="#features" title="Link to this heading">
 <li><p>Continuous integration via <a class="reference external" href="https://github.com/Parallel-in-Time/pySDC/actions">GitHub
 Actions</a> and
 <a class="reference external" href="https://gitlab.hzdr.de/r.speck/pysdc/-/pipelines">Gitlab CI</a></p></li>
-<li><p>Fully compatible with Python 3.8 - 3.10, runs at least on Ubuntu</p></li>
+<li><p>Fully compatible with Python 3.8 - 3.10 (and mostly up to 3.12), runs at least on Ubuntu</p></li>
 </ul>
 </section>
 <section id="getting-started">
@@ -127,7 +127,7 @@ <h2>Contributing<a class="headerlink" href="#contributing" title="Link to this h
 <p><code class="docutils literal notranslate"><span class="pre">pySDC</span></code> code was originally developed by <a class="reference external" href="https://github.com/pancetta">Robert Speck (&#64;pancetta)</a>,
 and is now maintained and developed by a small community of scientists interested in SDC methods.
 Checkout the <a class="reference internal" href="CHANGELOG.html"><span class="doc">Changelog</span></a> to see pySDC’s evolution since 2016.</p>
-<p>Any contribution is dearly welcome ! If you want to take part of this, please take the time to read our <a class="reference internal" href="CONTRIBUTING.html"><span class="doc">Contribution Guidelines</span></a>
+<p>Any contribution is dearly welcome! If you want to contribute, please take the time to read our <a class="reference internal" href="CONTRIBUTING.html"><span class="doc">Contribution Guidelines</span></a>
 (and don’t forget to take a peek at our nice <a class="reference internal" href="CODE_OF_CONDUCT.html"><span class="doc">Code of Conduct</span></a> 😉).</p>
 </section>
 <section id="acknowledgements">

diff --git a/_images/timings_SDC_variants_Fisher.png b/_images/timings_SDC_variants_Fisher.png
diff --git a/_images/timings_SDC_variants_GrayScott.png b/_images/timings_SDC_variants_GrayScott.png
diff --git a/_sources/README.rst.txt b/_sources/README.rst.txt
@@ -60,7 +60,7 @@ Features
 * Continuous integration via `GitHub
   Actions <https://github.com/Parallel-in-Time/pySDC/actions>`_ and
   `Gitlab CI <https://gitlab.hzdr.de/r.speck/pysdc/-/pipelines>`_
-* Fully compatible with Python 3.8 - 3.10, runs at least on Ubuntu
+* Fully compatible with Python 3.8 - 3.10 (and mostly up to 3.12), runs at least on Ubuntu
 
 Getting started
 ---------------
@@ -131,7 +131,7 @@ Contributing
 and is now maintained and developed by a small community of scientists interested in SDC methods.
 Checkout the :doc:`Changelog <./CHANGELOG>` to see pySDC's evolution since 2016.
 
-Any contribution is dearly welcome ! If you want to take part of this, please take the time to read our :doc:`Contribution Guidelines <./CONTRIBUTING>`
+Any contribution is dearly welcome! If you want to contribute, please take the time to read our :doc:`Contribution Guidelines <./CONTRIBUTING>`
 (and don't forget to take a peek at our nice :doc:`Code of Conduct <./CODE_OF_CONDUCT>` |:wink:|).
 
 Acknowledgements

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