diff --git a/about/index.html b/about/index.html
index a66a555..bdec17d 100644
--- a/about/index.html
+++ b/about/index.html
@@ -113,22 +113,12 @@ <h1 id="post__title">About</h1>
           <article class="post__content">
               
 <h2 id="hi-im-dan-foreman-mackey">Hi, I&rsquo;m Dan Foreman-Mackey<a class="anchor" href="#hi-im-dan-foreman-mackey">#</a></h2>
-<p>I&rsquo;m a Research Scientist at the <a href="https://www.simonsfoundation.org/flatiron/" 
+<p>I&rsquo;m a Research Engineer at Google Deepmind in New York City.
+I&rsquo;m currently working on <a href="https://github.com/google/jax" 
   
    target="_blank" rel="noreferrer noopener" 
->Flatiron
-Institute</a>&rsquo;s <a href="https://www.simonsfoundation.org/flatiron/center-for-computational-astrophysics/" 
-  
-   target="_blank" rel="noreferrer noopener" 
->Center for
-Computational
-Astrophysics</a>.
-My main research interest is the application of probabilistic data analysis
-techniques to solve fundamental problems in astronomy. These days, I&rsquo;m mostly
-using time domain surveys to discover new exoplanets, interpret the underlying
-population of these planets, and learn more about the variability of stars. I am
-also interested in the development of scientific software and open-source
-practices.</p>
+>JAX</a>.
+I used to be an astrophysicist who developed some open source scientific software.</p>
 <h3 id="code">Code<a class="anchor" href="#code">#</a></h3>
 <p>I write a lot of code for work and in my spare time. All my projects live in
 <a href="https://github.com/dfm" 
@@ -306,7 +296,7 @@ <h3 id="publications">Publications<a class="anchor" href="#publications">#</a></
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/index.html b/index.html
index 441857c..e946c3d 100644
--- a/index.html
+++ b/index.html
@@ -105,7 +105,7 @@
 <div class="splash-container">
   <div class="splash">
     <h1>Hi, I'm <a href="./about">Dan</a><span class="fancy">.</span></h1>
-    <h2>I&#39;m an astronomer who mostly writes code.</h2>
+    <h2>A retired astrophysicist turned software engineer.</h2>
     
 
     
diff --git a/index.xml b/index.xml
index dd25791..39fb03d 100644
--- a/index.xml
+++ b/index.xml
@@ -7,7 +7,16 @@
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     <language>en-us</language>
     <copyright>© 2014-{year} Dan Foreman-Mackey</copyright>
-    <lastBuildDate>Thu, 28 Jul 2022 00:00:00 +0000</lastBuildDate><atom:link href="https://dfm.io/index.xml" rel="self" type="application/rss+xml" />
+    <lastBuildDate>Sat, 08 Apr 2023 00:00:00 +0000</lastBuildDate><atom:link href="https://dfm.io/index.xml" rel="self" type="application/rss+xml" />
+    <item>
+      <title>Marginalized linear models in NumPyro</title>
+      <link>https://dfm.io/posts/numpyro-marginalized-linear-model/</link>
+      <pubDate>Sat, 08 Apr 2023 00:00:00 +0000</pubDate>
+      
+      <guid>https://dfm.io/posts/numpyro-marginalized-linear-model/</guid>
+      <description></description>
+    </item>
+    
     <item>
       <title>An astronomer&#39;s introduction to NumPyro</title>
       <link>https://dfm.io/posts/intro-to-numpyro/</link>
@@ -163,7 +172,9 @@ In astronomy, the most common reason for using a mixture model is to fit data wi
       <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
       
       <guid>https://dfm.io/about/</guid>
-      <description>Hi, I&amp;rsquo;m Dan Foreman-Mackey I&amp;rsquo;m a Research Scientist at the Flatiron Institute&amp;rsquo;s Center for Computational Astrophysics. My main research interest is the application of probabilistic data analysis techniques to solve fundamental problems in astronomy. These days, I&amp;rsquo;m mostly using time domain surveys to discover new exoplanets, interpret the underlying population of these planets, and learn more about the variability of stars. I am also interested in the development of scientific software and open-source practices.</description>
+      <description>Hi, I&amp;rsquo;m Dan Foreman-Mackey I&amp;rsquo;m a Research Engineer at Google Deepmind in New York City. I&amp;rsquo;m currently working on JAX. I used to be an astrophysicist who developed some open source scientific software.
+Code I write a lot of code for work and in my spare time. All my projects live in public repositories on GitHub. Here are some of my most popular research codes:
+{{#codes}}  {{name}} &amp;mdash; {{description}}  {{/codes}} {{^codes}} Unable to load of software.</description>
     </item>
     
   </channel>
diff --git a/posts/aas-hack-day/index.html b/posts/aas-hack-day/index.html
index 5b0c910..04db043 100644
--- a/posts/aas-hack-day/index.html
+++ b/posts/aas-hack-day/index.html
@@ -418,7 +418,7 @@ <h1 id="post__title">The Hack Day at AAS 225</h1>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/autocorr/index.html b/posts/autocorr/index.html
index 9e84366..a18b0ab 100644
--- a/posts/autocorr/index.html
+++ b/posts/autocorr/index.html
@@ -612,7 +612,7 @@ <h2 id="what-about-shorter-chains">What about shorter chains?<a class="anchor" h
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/emcee-pymc3/index.html b/posts/emcee-pymc3/index.html
index 98436fe..3987ec7 100644
--- a/posts/emcee-pymc3/index.html
+++ b/posts/emcee-pymc3/index.html
@@ -451,7 +451,7 @@ <h2 id="sampling-the-pymc3-model-using-emcee">Sampling the PyMC3 model using emc
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/exopop/index.html b/posts/exopop/index.html
index d7ef587..48f581a 100644
--- a/posts/exopop/index.html
+++ b/posts/exopop/index.html
@@ -787,7 +787,7 @@ <h2 id="population-inference">Population inference<a class="anchor" href="#popul
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/extending-jax/index.html b/posts/extending-jax/index.html
index 82e74dc..37bde0a 100644
--- a/posts/extending-jax/index.html
+++ b/posts/extending-jax/index.html
@@ -900,7 +900,7 @@ <h2 id="testing">Testing<a class="anchor" href="#testing">#</a></h2>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/fitting-a-plane/index.html b/posts/fitting-a-plane/index.html
index 4c20dd1..b1c75eb 100644
--- a/posts/fitting-a-plane/index.html
+++ b/posts/fitting-a-plane/index.html
@@ -864,7 +864,7 @@ <h2 id="summary">Summary<a class="anchor" href="#summary">#</a></h2>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/histogram1/index.html b/posts/histogram1/index.html
index f5b84ce..050bd3f 100644
--- a/posts/histogram1/index.html
+++ b/posts/histogram1/index.html
@@ -549,7 +549,7 @@ <h2 id="summary--conclusions">Summary &amp; Conclusions<a class="anchor" href="#
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/index.html b/posts/index.html
index 214cfb3..5dccad3 100644
--- a/posts/index.html
+++ b/posts/index.html
@@ -106,6 +106,19 @@
 <div class="post-list__container">
   <ul class="post-list">
     
+    <li class="post">
+      <div class="post__header">
+        <time class="post__date" datetime="2023-04-08 00:00:00 &#43;0000 UTC"
+          >Apr 8 2023</time>
+        <h2 class="post__title">
+          <a href="../posts/numpyro-marginalized-linear-model/">Marginalized linear models in NumPyro</a>
+        </h2>
+        
+
+
+      </div>
+    </li>
+    
     <li class="post">
       <div class="post__header">
         <time class="post__date" datetime="2022-07-28 00:00:00 &#43;0000 UTC"
diff --git a/posts/index.xml b/posts/index.xml
index c2eb476..44c831e 100644
--- a/posts/index.xml
+++ b/posts/index.xml
@@ -7,7 +7,16 @@
     <generator>Hugo -- gohugo.io</generator>
     <language>en-us</language>
     <copyright>© 2014-{year} Dan Foreman-Mackey</copyright>
-    <lastBuildDate>Thu, 28 Jul 2022 00:00:00 +0000</lastBuildDate><atom:link href="https://dfm.io/posts/index.xml" rel="self" type="application/rss+xml" />
+    <lastBuildDate>Sat, 08 Apr 2023 00:00:00 +0000</lastBuildDate><atom:link href="https://dfm.io/posts/index.xml" rel="self" type="application/rss+xml" />
+    <item>
+      <title>Marginalized linear models in NumPyro</title>
+      <link>https://dfm.io/posts/numpyro-marginalized-linear-model/</link>
+      <pubDate>Sat, 08 Apr 2023 00:00:00 +0000</pubDate>
+      
+      <guid>https://dfm.io/posts/numpyro-marginalized-linear-model/</guid>
+      <description></description>
+    </item>
+    
     <item>
       <title>An astronomer&#39;s introduction to NumPyro</title>
       <link>https://dfm.io/posts/intro-to-numpyro/</link>
diff --git a/posts/intro-to-numpyro/index.html b/posts/intro-to-numpyro/index.html
index 3a2799e..023053b 100644
--- a/posts/intro-to-numpyro/index.html
+++ b/posts/intro-to-numpyro/index.html
@@ -1209,6 +1209,11 @@ <h2 id="summary">Summary<a class="anchor" href="#summary">#</a></h2>
   
 
   
+    <a class="pagination__item" href="https://dfm.io/posts/numpyro-marginalized-linear-model/">
+      <span class="pagination__label">Next Post</span>
+      <span class="pagination__title" >Marginalized linear models in NumPyro</span>
+    </a>
+  
 </div>
 
           
@@ -1272,7 +1277,7 @@ <h2 id="summary">Summary<a class="anchor" href="#summary">#</a></h2>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
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diff --git a/posts/mixture-models/index.html b/posts/mixture-models/index.html
index 24206a9..50748cf 100644
--- a/posts/mixture-models/index.html
+++ b/posts/mixture-models/index.html
@@ -531,7 +531,7 @@ <h2 id="mixture-membership-probabilities">Mixture membership probabilities<a cla
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
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new file mode 100644
index 0000000..594210a
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+++ b/posts/numpyro-marginalized-linear-model/index.html
@@ -0,0 +1,265 @@
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+            <h1 id="post__title">Marginalized linear models in NumPyro</h1>
+            <time datetime="2023-04-08 00:00:00 &#43;0000 UTC" class="post__date">Apr 8 2023</time> 
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+            
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+                Please open an issue or pull request on that repository if you have questions, comments, or suggestions. 
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+              <p>
+                This post is implemented as a Jupyter notebook;
+                <a href="https://mybinder.org/v2/gh/dfm-io/post--numpyro-marginalized-linear-model/executed?labpath=post.ipynb">launch an executable version of this post on MyBinder.org</a>.
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diff --git a/posts/pymc-pytorch/index.html b/posts/pymc-pytorch/index.html
index bdfe135..3819fd6 100644
--- a/posts/pymc-pytorch/index.html
+++ b/posts/pymc-pytorch/index.html
@@ -632,7 +632,7 @@ <h1 id="post__title">PyMC3 &#43; PyTorch</h1>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/pymc-tensorflow/index.html b/posts/pymc-tensorflow/index.html
index c0fe2e4..0d0dc74 100644
--- a/posts/pymc-tensorflow/index.html
+++ b/posts/pymc-tensorflow/index.html
@@ -648,7 +648,7 @@ <h2 id="conclusion">Conclusion<a class="anchor" href="#conclusion">#</a></h2>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/posts/pymc3-mass-matrix/index.html b/posts/pymc3-mass-matrix/index.html
index a745bd8..3953072 100644
--- a/posts/pymc3-mass-matrix/index.html
+++ b/posts/pymc3-mass-matrix/index.html
@@ -862,7 +862,7 @@ <h2 id="learning-the-mass-matrix-in-pymc3">Learning the mass matrix in PyMC3<a c
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
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diff --git a/posts/python-c-extensions/index.html b/posts/python-c-extensions/index.html
index d4e8180..86cfd21 100644
--- a/posts/python-c-extensions/index.html
+++ b/posts/python-c-extensions/index.html
@@ -631,7 +631,7 @@ <h2 id="summary">Summary<a class="anchor" href="#summary">#</a></h2>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
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diff --git a/posts/simple-python-module/index.html b/posts/simple-python-module/index.html
index 14468ea..4b6b6e1 100644
--- a/posts/simple-python-module/index.html
+++ b/posts/simple-python-module/index.html
@@ -302,7 +302,7 @@ <h2 id="usage">Usage<a class="anchor" href="#usage">#</a></h2>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
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diff --git a/posts/stan-c++/index.html b/posts/stan-c++/index.html
index 4b12599..fea2c22 100644
--- a/posts/stan-c++/index.html
+++ b/posts/stan-c++/index.html
@@ -710,7 +710,7 @@ <h2 id="postscript-using-stan-autodiff-in-the-external-function">Postscript: Usi
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
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           </div>
       </div>
diff --git a/posts/travis-latex/index.html b/posts/travis-latex/index.html
index 71ee844..dc19d9b 100644
--- a/posts/travis-latex/index.html
+++ b/posts/travis-latex/index.html
@@ -348,7 +348,7 @@ <h1 id="post__title">Continuous integration of academic papers</h1>
      
 </div>
 
-            <p>© 2014-2023 Dan Foreman-Mackey</p>
+            <p>© 2014-2024 Dan Foreman-Mackey</p>
           </footer>
           </div>
       </div>
diff --git a/sitemap.xml b/sitemap.xml
index a53821d..5d809eb 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,13 +2,16 @@
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   xmlns:xhtml="http://www.w3.org/1999/xhtml">
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-    <lastmod>2022-07-28T00:00:00+00:00</lastmod>
-  </url><url>
     <loc>https://dfm.io/</loc>
-    <lastmod>2022-07-28T00:00:00+00:00</lastmod>
+    <lastmod>2023-04-08T00:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://dfm.io/posts/numpyro-marginalized-linear-model/</loc>
+    <lastmod>2023-04-08T00:00:00+00:00</lastmod>
   </url><url>
     <loc>https://dfm.io/posts/</loc>
+    <lastmod>2023-04-08T00:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://dfm.io/posts/intro-to-numpyro/</loc>
     <lastmod>2022-07-28T00:00:00+00:00</lastmod>
   </url><url>
     <loc>https://dfm.io/posts/simple-python-module/</loc>