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github-bot pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/mahout.git


The following commit(s) were added to refs/heads/asf-site by this push:
     new 325133c1e Automatic Site Publish by Buildbot
325133c1e is described below

commit 325133c1e4633cc0b05667e399b77c1fdac47def
Author: GitHub Actions Bot <>
AuthorDate: Sun Jan 18 04:59:43 2026 +0000

    Automatic Site Publish by Buildbot
---
 404.html                                           | 37 +++++++++++++++-------
 about/how-to-contribute.html                       | 37 +++++++++++++++-------
 community/coc.html                                 | 37 +++++++++++++++-------
 community/index.html                               | 37 +++++++++++++++-------
 community/mailing-lists.html                       | 37 +++++++++++++++-------
 community/who-we-are.html                          | 37 +++++++++++++++-------
 download/downloads.html                            | 37 +++++++++++++++-------
 feed.xml                                           |  2 +-
 index.html                                         | 37 +++++++++++++++-------
 news.html                                          | 37 +++++++++++++++-------
 qumat/core/api/index.html                          | 37 +++++++++++++++-------
 qumat/core/concepts/index.html                     | 37 +++++++++++++++-------
 qumat/core/examples/index.html                     | 37 +++++++++++++++-------
 qumat/core/getting-started/index.html              | 37 +++++++++++++++-------
 qumat/core/index.html                              | 37 +++++++++++++++-------
 qumat/index.html                                   | 37 +++++++++++++++-------
 qumat/papers/index.html                            | 37 +++++++++++++++-------
 qumat/qdp/api/index.html                           | 37 +++++++++++++++-------
 qumat/qdp/concepts/index.html                      | 37 +++++++++++++++-------
 qumat/qdp/examples/index.html                      | 37 +++++++++++++++-------
 qumat/qdp/getting-started/index.html               | 37 +++++++++++++++-------
 qumat/qdp/index.html                               | 37 +++++++++++++++-------
 .../01_introduction/index.html                     | 37 +++++++++++++++-------
 .../quantum-computing-primer/03_qubits/index.html  | 37 +++++++++++++++-------
 .../04_quantum_gates/index.html                    | 37 +++++++++++++++-------
 .../05_quantum_circuits/index.html                 | 37 +++++++++++++++-------
 .../06_quantum_entanglement/index.html             | 37 +++++++++++++++-------
 .../07_quantum_algorithms/index.html               | 37 +++++++++++++++-------
 .../08_quantum_error_correction/index.html         | 37 +++++++++++++++-------
 .../09_applications/index.html                     | 37 +++++++++++++++-------
 .../10_advanced_topics/index.html                  | 37 +++++++++++++++-------
 qumat/quantum-computing-primer/index.html          | 37 +++++++++++++++-------
 32 files changed, 807 insertions(+), 342 deletions(-)

diff --git a/404.html b/404.html
index 9dafca610..abe7d8218 100644
--- a/404.html
+++ b/404.html
@@ -239,7 +239,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -252,16 +253,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -275,15 +280,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/about/how-to-contribute.html b/about/how-to-contribute.html
index 95b53419a..5bf5b175e 100644
--- a/about/how-to-contribute.html
+++ b/about/how-to-contribute.html
@@ -352,7 +352,8 @@ effort to improve the docs/tests for an issue, that helps 
even more.</p>
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -365,16 +366,20 @@ effort to improve the docs/tests for an issue, that helps 
even more.</p>
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -388,15 +393,25 @@ effort to improve the docs/tests for an issue, that helps 
even more.</p>
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/community/coc.html b/community/coc.html
index d9cc57547..3dbe556fa 100644
--- a/community/coc.html
+++ b/community/coc.html
@@ -239,7 +239,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -252,16 +253,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -275,15 +280,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/community/index.html b/community/index.html
index 4fb7784f7..9e531e273 100644
--- a/community/index.html
+++ b/community/index.html
@@ -297,7 +297,8 @@ Contributions of all kinds — code, documentation, 
discussion, or feedback —
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -310,16 +311,20 @@ Contributions of all kinds — code, documentation, 
discussion, or feedback —
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -333,15 +338,25 @@ Contributions of all kinds — code, documentation, 
discussion, or feedback —
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/community/mailing-lists.html b/community/mailing-lists.html
index b68481e8e..c11010280 100644
--- a/community/mailing-lists.html
+++ b/community/mailing-lists.html
@@ -262,7 +262,8 @@ responsible for the contents and availability of their 
archive.</p>
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -275,16 +276,20 @@ responsible for the contents and availability of their 
archive.</p>
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -298,15 +303,25 @@ responsible for the contents and availability of their 
archive.</p>
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/community/who-we-are.html b/community/who-we-are.html
index cb8eeb587..39cc45da9 100644
--- a/community/who-we-are.html
+++ b/community/who-we-are.html
@@ -406,7 +406,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -419,16 +420,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -442,15 +447,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/download/downloads.html b/download/downloads.html
index ee8f01858..c02cec4b8 100644
--- a/download/downloads.html
+++ b/download/downloads.html
@@ -233,7 +233,8 @@ the <a 
href="https://mahout.apache.org/community/mailing-lists.html";>Mailing lis
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -246,16 +247,20 @@ the <a 
href="https://mahout.apache.org/community/mailing-lists.html";>Mailing lis
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -269,15 +274,25 @@ the <a 
href="https://mahout.apache.org/community/mailing-lists.html";>Mailing lis
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/feed.xml b/feed.xml
index 7fdaa01a0..c87eba722 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1,4 +1,4 @@
-<?xml version="1.0" encoding="utf-8"?><feed 
xmlns="http://www.w3.org/2005/Atom"; ><generator uri="https://jekyllrb.com/"; 
version="4.3.2">Jekyll</generator><link 
href="http://mahout.apache.org//feed.xml"; rel="self" 
type="application/atom+xml" /><link href="http://mahout.apache.org//"; 
rel="alternate" type="text/html" 
/><updated>2026-01-17T16:41:19+00:00</updated><id>http://mahout.apache.org//feed.xml</id><title
 type="html">Apache Mahout</title><subtitle>Distributed Linear 
Algebra</subtitle> [...]
+<?xml version="1.0" encoding="utf-8"?><feed 
xmlns="http://www.w3.org/2005/Atom"; ><generator uri="https://jekyllrb.com/"; 
version="4.3.2">Jekyll</generator><link 
href="http://mahout.apache.org//feed.xml"; rel="self" 
type="application/atom+xml" /><link href="http://mahout.apache.org//"; 
rel="alternate" type="text/html" 
/><updated>2026-01-18T04:59:37+00:00</updated><id>http://mahout.apache.org//feed.xml</id><title
 type="html">Apache Mahout</title><subtitle>Distributed Linear 
Algebra</subtitle> [...]
 <p><a href="mailto:[email protected]";>Subscribe</a> to the 
Mahout User list for details on joining.</p>
 
 <h3 id="attendees">Attendees</h3>
diff --git a/index.html b/index.html
index 0308ad9cd..5a8f14396 100644
--- a/index.html
+++ b/index.html
@@ -225,7 +225,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -238,16 +239,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -261,15 +266,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/news.html b/news.html
index b0d78b453..fe5772bba 100644
--- a/news.html
+++ b/news.html
@@ -297,7 +297,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -310,16 +311,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -333,15 +338,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/core/api/index.html b/qumat/core/api/index.html
index d9fe6f8e0..fe88d7f16 100644
--- a/qumat/core/api/index.html
+++ b/qumat/core/api/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/core/concepts/index.html b/qumat/core/concepts/index.html
index 9426026a2..7fc0193fa 100644
--- a/qumat/core/concepts/index.html
+++ b/qumat/core/concepts/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/core/examples/index.html b/qumat/core/examples/index.html
index 3ffc4cf1a..2f4f51f2e 100644
--- a/qumat/core/examples/index.html
+++ b/qumat/core/examples/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/core/getting-started/index.html 
b/qumat/core/getting-started/index.html
index 01d2a1a7d..03363be2f 100644
--- a/qumat/core/getting-started/index.html
+++ b/qumat/core/getting-started/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/core/index.html b/qumat/core/index.html
index 81e0ee32a..180720a73 100644
--- a/qumat/core/index.html
+++ b/qumat/core/index.html
@@ -200,7 +200,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -213,16 +214,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -236,15 +241,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/index.html b/qumat/index.html
index 1ea8d88a3..30f5eb3da 100644
--- a/qumat/index.html
+++ b/qumat/index.html
@@ -214,7 +214,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -227,16 +228,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -250,15 +255,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/papers/index.html b/qumat/papers/index.html
index db458abc9..b8a8033ad 100644
--- a/qumat/papers/index.html
+++ b/qumat/papers/index.html
@@ -207,7 +207,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -220,16 +221,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -243,15 +248,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/qdp/api/index.html b/qumat/qdp/api/index.html
index 4c67a26f5..df57c6aa8 100644
--- a/qumat/qdp/api/index.html
+++ b/qumat/qdp/api/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/qdp/concepts/index.html b/qumat/qdp/concepts/index.html
index 601e66c08..43be33301 100644
--- a/qumat/qdp/concepts/index.html
+++ b/qumat/qdp/concepts/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/qdp/examples/index.html b/qumat/qdp/examples/index.html
index 54bf23c41..8b3687511 100644
--- a/qumat/qdp/examples/index.html
+++ b/qumat/qdp/examples/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/qdp/getting-started/index.html 
b/qumat/qdp/getting-started/index.html
index b004af0ce..abcc03203 100644
--- a/qumat/qdp/getting-started/index.html
+++ b/qumat/qdp/getting-started/index.html
@@ -191,7 +191,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -204,16 +205,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -227,15 +232,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/qdp/index.html b/qumat/qdp/index.html
index 4fb2d12c4..592c5b873 100644
--- a/qumat/qdp/index.html
+++ b/qumat/qdp/index.html
@@ -198,7 +198,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -211,16 +212,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -234,15 +239,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/01_introduction/index.html 
b/qumat/quantum-computing-primer/01_introduction/index.html
index 7baea9245..60546aeef 100644
--- a/qumat/quantum-computing-primer/01_introduction/index.html
+++ b/qumat/quantum-computing-primer/01_introduction/index.html
@@ -320,7 +320,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -333,16 +334,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -356,15 +361,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/03_qubits/index.html 
b/qumat/quantum-computing-primer/03_qubits/index.html
index c153b7d58..14f596541 100644
--- a/qumat/quantum-computing-primer/03_qubits/index.html
+++ b/qumat/quantum-computing-primer/03_qubits/index.html
@@ -284,7 +284,8 @@ probabilities of measuring the qubit in the $|0\rangle$ and 
$|1\rangle$ states.<
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -297,16 +298,20 @@ probabilities of measuring the qubit in the $|0\rangle$ 
and $|1\rangle$ states.<
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -320,15 +325,25 @@ probabilities of measuring the qubit in the $|0\rangle$ 
and $|1\rangle$ states.<
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/04_quantum_gates/index.html 
b/qumat/quantum-computing-primer/04_quantum_gates/index.html
index c60b9027e..4d1e88184 100644
--- a/qumat/quantum-computing-primer/04_quantum_gates/index.html
+++ b/qumat/quantum-computing-primer/04_quantum_gates/index.html
@@ -320,7 +320,8 @@ target qubit if both control qubits are in the state 
$|1\rangle$.</li>
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -333,16 +334,20 @@ target qubit if both control qubits are in the state 
$|1\rangle$.</li>
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -356,15 +361,25 @@ target qubit if both control qubits are in the state 
$|1\rangle$.</li>
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/05_quantum_circuits/index.html 
b/qumat/quantum-computing-primer/05_quantum_circuits/index.html
index c871409a0..a1aa2608b 100644
--- a/qumat/quantum-computing-primer/05_quantum_circuits/index.html
+++ b/qumat/quantum-computing-primer/05_quantum_circuits/index.html
@@ -305,7 +305,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -318,16 +319,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -341,15 +346,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/06_quantum_entanglement/index.html 
b/qumat/quantum-computing-primer/06_quantum_entanglement/index.html
index 2001b7e32..50963fe9b 100644
--- a/qumat/quantum-computing-primer/06_quantum_entanglement/index.html
+++ b/qumat/quantum-computing-primer/06_quantum_entanglement/index.html
@@ -296,7 +296,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -309,16 +310,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -332,15 +337,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/07_quantum_algorithms/index.html 
b/qumat/quantum-computing-primer/07_quantum_algorithms/index.html
index 6cd068eee..becc6d7c3 100644
--- a/qumat/quantum-computing-primer/07_quantum_algorithms/index.html
+++ b/qumat/quantum-computing-primer/07_quantum_algorithms/index.html
@@ -336,7 +336,8 @@ classical algorithms.</p>
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -349,16 +350,20 @@ classical algorithms.</p>
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -372,15 +377,25 @@ classical algorithms.</p>
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git 
a/qumat/quantum-computing-primer/08_quantum_error_correction/index.html 
b/qumat/quantum-computing-primer/08_quantum_error_correction/index.html
index a8b49bd87..0e2266894 100644
--- a/qumat/quantum-computing-primer/08_quantum_error_correction/index.html
+++ b/qumat/quantum-computing-primer/08_quantum_error_correction/index.html
@@ -266,7 +266,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -279,16 +280,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -302,15 +307,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/09_applications/index.html 
b/qumat/quantum-computing-primer/09_applications/index.html
index 161bf47c3..2e521e262 100644
--- a/qumat/quantum-computing-primer/09_applications/index.html
+++ b/qumat/quantum-computing-primer/09_applications/index.html
@@ -627,7 +627,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -640,16 +641,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -663,15 +668,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/10_advanced_topics/index.html 
b/qumat/quantum-computing-primer/10_advanced_topics/index.html
index 17caeb95f..8d26e03de 100644
--- a/qumat/quantum-computing-primer/10_advanced_topics/index.html
+++ b/qumat/quantum-computing-primer/10_advanced_topics/index.html
@@ -290,7 +290,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -303,16 +304,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -326,15 +331,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>
diff --git a/qumat/quantum-computing-primer/index.html 
b/qumat/quantum-computing-primer/index.html
index c6921ac02..6ffc03293 100644
--- a/qumat/quantum-computing-primer/index.html
+++ b/qumat/quantum-computing-primer/index.html
@@ -253,7 +253,8 @@
         🚀 Qumat 0.4 Released!
     </div>
     <div class="card-body">
-        <p class="mb-2">Mahout's new quantum computing layer for building ML 
circuits on simulators and real quantum hardware.</p>
+        <p class="mb-2">Mahout's new quantum computing layer for building ML
+            circuits on simulators and real quantum hardware.</p>
         <a href="/download/downloads.html">Download Qumat 0.4 →</a>
     </div>
 </div>
@@ -266,16 +267,20 @@
     <div class="card-body">
         <ul class="list-unstyled mb-0">
             <li>
-                <a 
href="https://www.apache.org/foundation/how-it-works.html";>Apache Software 
Foundation</a>
+                <a
+                    
href="https://www.apache.org/foundation/how-it-works.html";>Apache
+                    Software Foundation</a>
             </li>
             <li>
                 <a href="http://www.apache.org/licenses/";>Apache License</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
+                <a
+                    
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a>
             </li>
             <li>
-                <a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
+                <a
+                    
href="http://www.apache.org/foundation/thanks.html";>Thanks</a>
             </li>
         </ul>
     </div>
@@ -289,15 +294,25 @@
     <div class="card-body">
         <ul class="list mb-0">
             <li>
-                FOSSY 2024, Portland Oregon - <a 
href="https://www.youtube.com/watch?v=tgFaUL1wYhY"; target="_blank">
+                FOSDEM 2025, Brussels Belgium - <a
+                    
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
+                    target="_blank">Introducing Qumat!</a>
+                [<a
+                    
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
+                    target="_blank">More Info</a>]
+                [<a
+                    
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
+                    target="_blank">Slides</a>]
+            </li>
+            <li>
+                FOSSY 2024, Portland Oregon - <a
+                    href="https://www.youtube.com/watch?v=tgFaUL1wYhY";
+                    target="_blank">
                     QuMat: Apache Mahout's Quantum Computing Interface
                 </a>
-                [<a 
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
 target="_blank">Slides</a>]
-            </li>
-                <li>
-                FOSDEM 2025, Brussels Belgium - <a 
href="https://mirrors.dotsrc.org/fosdem/2025/k4401/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-.av1.webm";
 target="_blank">Introducing Qumat!</a>
-                [<a 
href="https://fosdem.org/2025/schedule/event/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/";
 target="_blank">More Info</a>]
-                [<a 
href="https://fosdem.org/2025/events/attachments/fosdem-2025-5298-introducing-qumat-an-apache-mahout-joint-/slides/236541/Introdudi_JgkXqqT.pdf";
 target="_blank">Slides</a>]
+                [<a
+                    
href="https://www.slideshare.net/slideshow/qumat_-apache-mahout-s-quantum-computing-interface-pptx/272300949";
+                    target="_blank">Slides</a>]
             </li>
         </ul>
     </div>

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