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     <section id="talks" class="panel" role="tabpanel" aria-labelledby="label-talks">
       <article>
-        <h3><i>Upcoming:</i> AI Architecture Katas: Learning by Building Small Models in Plain Python </h3>
+        <h3>AI Architecture Katas: Learning by Building Small Models in Plain Python </h3>
         <p><em>EuroPython, 2026</em><br>
         A talk about how to build your own small but capable models for larning, and how to approach the big and scary world of AI/LLM research.</p>
       </article>