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diff --git a/.doctrees/Tutorials/CCP5-June-2021.doctree b/.doctrees/Tutorials/CCP5-June-2021.doctree
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
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+  <title>Motivation &mdash; quippy caff154 documentation</title>
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@@ -133,13 +133,13 @@
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-  <center><p><img alt="cf5fc5a96a1e4b21aefb35a5847dc587" src="../_images/warwick-logo.png" /></p>
+  <center><p><img alt="b9d03466d14d43808708b14d3633b8c8" src="../_images/warwick-logo.png" /></p>
 <h1><p>Quantum Mechanics and Interatomic Potentials – the QUIP code</p>
 </h1><h3><p>James Kermode</p>
 </h3><p>Warwick Centre for Predictive Modelling / School of Engineering University of Warwick</p>
 <h4><p>CCP5++ Software Seminar - 17th June 2021</p>
-</h4><table bgcolor="#ffffff"><tr><td><p><img alt="dda9517c109d482c8987fc25c7758ba3" class="no-scaled-link" src="../_images/WCPM_logo_text.png" style="width: 100%;" /></p>
-</td><td><p><img alt="67afdd56317f41328e6dc7762c2baf7c" class="no-scaled-link" src="../_images/hybrid.png" style="width: 100%;" /></p>
+</h4><table bgcolor="#ffffff"><tr><td><p><img alt="2022558ab8e6492a9f5eabff9aa9eae4" class="no-scaled-link" src="../_images/WCPM_logo_text.png" style="width: 100%;" /></p>
+</td><td><p><img alt="658b780231a9423199ec0e3b1c7f4085" class="no-scaled-link" src="../_images/hybrid.png" style="width: 100%;" /></p>
 </td></tr></table></center><p><em>These slides will subsequently be made available at https://libatoms.github.io/QUIP/Tutorials</em></p>
 <div class="nbinput nblast docutils container">
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
@@ -190,7 +190,7 @@ <h1>Motivation<a class="headerlink" href="#Motivation" title="Permalink to this
 </ul>
 </li>
 </ul>
-<center><p><img alt="5e1f7a12ff594c60a1fda3aed99e69bc" class="no-scaled-link" src="../_images/multiscale.png" style="width: 80%;" /></p>
+<center><p><img alt="77d5a8434eac478e914691330bb4b7fe" class="no-scaled-link" src="../_images/multiscale.png" style="width: 80%;" /></p>
 </center><p><em>Image credit: Gábor Csányi</em></p>
 </section>
 <section id="The-QUIP-code">
@@ -408,7 +408,7 @@ <h1>Using QUIP with Python and the Atomic Simulation Environment<a class="header
 <li><p><a class="reference external" href="https://jupyter.org/">jupyter</a>/IPython notebooks encourage reproducible research</p></li>
 <li><p><a class="reference external" href="https://jupyter.org/">anaconda</a> distribution and package management system</p></li>
 </ul>
-<center><p><img alt="43e269b0d03c45a2bc961afddbf9aa36" class="no-scaled-link" src="../_images/scipy-stack.png" style="width: 70%;" /></p>
+<center><p><img alt="a784c6554be14b51ba61a6d42d31f602" class="no-scaled-link" src="../_images/scipy-stack.png" style="width: 70%;" /></p>
 </center><p><a class="reference external" href="http://www.scipy.org">http://www.scipy.org</a></p>
 </section>
 <section id="Atomic-Simulation-Environment-(ASE)">
@@ -418,7 +418,7 @@ <h1>Atomic Simulation Environment (ASE)<a class="headerlink" href="#Atomic-Simul
 <li><p>Wide range of calculators, very similar data model for Atoms objects to QUIP</p></li>
 <li><p>Can use many codes as drop-in replacements:</p></li>
 </ul>
-<center><p><img alt="80ec23970e724860ab4c89d400fe5cde" class="no-scaled-link" src="../_images/ase-calculators.png" style="width: 60%;" /></p>
+<center><p><img alt="35eb33f0ca534f02bdeb1994202f3b89" class="no-scaled-link" src="../_images/ase-calculators.png" style="width: 60%;" /></p>
 </center><p><a class="reference external" href="https://wiki.fysik.dtu.dk/ase/">https://wiki.fysik.dtu.dk/ase/</a></p>
 </section>
 <section id="quippy-demo:-analysing-GAP-models-with-predictive-variance">

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diff --git a/Tutorials/adaptive-qmmm-step0.html b/Tutorials/adaptive-qmmm-step0.html
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diff --git a/Tutorials/adaptive-qmmm-step1.html b/Tutorials/adaptive-qmmm-step1.html
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-  <title>Step 1: Setup of the Silicon model system &mdash; quippy c0cee95 documentation</title>
+  <title>Step 1: Setup of the Silicon model system &mdash; quippy caff154 documentation</title>
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diff --git a/Tutorials/adaptive-qmmm-step2.html b/Tutorials/adaptive-qmmm-step2.html
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-  <title>Step 2: Classical MD simulation of fracture in Si &mdash; quippy c0cee95 documentation</title>
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diff --git a/Tutorials/adaptive-qmmm-step3.html b/Tutorials/adaptive-qmmm-step3.html
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-  <title>Step 3: LOTF hybrid MD simulation of fracture in Si &mdash; quippy c0cee95 documentation</title>
+  <title>Step 3: LOTF hybrid MD simulation of fracture in Si &mdash; quippy caff154 documentation</title>
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