diff --git a/assets/index/code/output/ex1.res b/assets/index/code/output/ex1.res
index ee74dd6..a4a38ad 100644
--- a/assets/index/code/output/ex1.res
+++ b/assets/index/code/output/ex1.res
@@ -1,6 +1,6 @@
 5-element Vector{Float64}:
- 1.0000000000000013
- 0.9999999999999993
- 0.9999999999999991
- 0.9999999999999998
- 1.0000000000000002
\ No newline at end of file
+ 1.0000000000000002
+ 1.0000000000000007
+ 0.9999999999999987
+ 1.0000000000000002
+ 1.0000000000000007
\ No newline at end of file
diff --git a/assets/index/code/output/ex2.res b/assets/index/code/output/ex2.res
index 3fa2318..8435dac 100644
--- a/assets/index/code/output/ex2.res
+++ b/assets/index/code/output/ex2.res
@@ -1 +1 @@
-(6.280369834735101e-16, 1.762424413785662e-15)
\ No newline at end of file
+(4.440892098500626e-16, 1.6616296724220897e-15)
\ No newline at end of file
diff --git a/assets/myplot.png b/assets/myplot.png
index 19f97de..6bf9b2d 100644
Binary files a/assets/myplot.png and b/assets/myplot.png differ
diff --git a/index.html b/index.html
index ce6f441..3682481 100644
--- a/index.html
+++ b/index.html
@@ -1,12 +1,12 @@
 <!doctype html> <html lang=en  class=has-navbar-fixed-top > <meta charset=UTF-8 > <meta name=viewport  content="width=device-width, initial-scale=1"> <link rel=stylesheet  href="/libs/highlight/github.min.css"> <link rel=stylesheet  href="/css/styles.css"> <style> html {font-size: 17px;} .franklin-content {position: relative; padding-left: 8%; padding-right: 5%; line-height: 1.35em;} @media (min-width: 940px) { .franklin-content {width: 100%; margin-left: auto; margin-right: auto;} } @media (max-width: 768px) { .franklin-content {padding-left: 6%; padding-right: 6%;} } </style> <link rel=icon  href="/assets/favicon.png"> <title>Template</title> <script src="/libs/highlight/highlight.pack.js"></script> <script src="https://unpkg.com/clipboard@2/dist/clipboard.min.js"></script> <script type=module  src="https://unpkg.com/ionicons@5.5.2/dist/ionicons/ionicons.esm.js"></script> <script nomodule src="https://unpkg.com/ionicons@5.5.2/dist/ionicons/ionicons.js"></script> <script> hljs.getLanguage('julia').keywords.custom = 'obj grad hess AbstractNLPModel'; </script> <nav class="navbar is-primary is-fixed-top" role=navigation  aria-label="main navigation"> <div class=navbar-brand > <a class=navbar-item  href=""> <img src="/assets/jso.png"> </a> <a role=button  class=navbar-burger  aria-label=menu  aria-expanded=false  data-target=navbarBasicExample > <span aria-hidden=true ></span> <span aria-hidden=true ></span> <span aria-hidden=true ></span> </a> </div> <div id=navbarBasicExample  class=navbar-menu > <div class=navbar-start > <a class=navbar-item  href="/"> Home </a> <a class=navbar-item  href="/news-and-blogposts/"> News and Blogposts </a> <a class=navbar-item  href="/tutorials/"> Tutorials </a> <div class="navbar-item has-dropdown is-hoverable"> <a class=navbar-link  href="/ecosystems/index.html"> Ecosystems </a> <div class=navbar-dropdown > <a class=navbar-item  href="/ecosystems/linear-algebra/"> Linear Algebra </a> <a class=navbar-item  href="/ecosystems/models/"> Models </a> <a class=navbar-item  href="/ecosystems/solvers/"> Solvers </a> </div> </div> <a class=navbar-item  href="/references/"> References </a> <a class=navbar-item  href="/contributing/"> Contributing </a> </div> <div class=navbar-end > <a class="navbar-item icon-text" href="https://github.com/JuliaSmoothOptimizers/juliasmoothoptimizers.github.io/issues"> <span class=icon > <ion-icon size=large  name=logo-github ></ion-icon> </span> <span>Report an issue</span> </a> </div> </div> </nav> <section class=section > <div class=container > <div class=content > <div class=franklin-content ><h1 id=title ><a href="#title" class=header-anchor >Template</a></h1></p> <p><div class=author >by AUTHORS</div> <h1 id=template_for_jso-docs_separate_pages ><a href="#template_for_jso-docs_separate_pages" class=header-anchor >Template for jso-docs separate pages</a></h1> <div class=franklin-toc ><ol><li><a href="#testing">Testing</a><li><a href="#plotting">Plotting</a></ol></div> <p>Modify this file</p> <h2 id=testing ><a href="#testing" class=header-anchor >Testing</a></h2> <p>Testing</p> <pre><code class=language-julia >A &#61; rand&#40;5, 5&#41;
 b &#61; A * ones&#40;5&#41;
 x &#61; A \ b</code></pre><pre><code class="plaintext code-output">5-element Vector{Float64}:
- 1.0000000000000013
- 0.9999999999999993
- 0.9999999999999991
- 0.9999999999999998
- 1.0000000000000002</code></pre> <p>Testing</p> <pre><code class=language-julia >using LinearAlgebra
-norm&#40;A * x - b&#41;, norm&#40;x .- 1&#41;</code></pre><pre><code class="plaintext code-output">(6.280369834735101e-16, 1.762424413785662e-15)</code></pre>
+ 1.0000000000000002
+ 1.0000000000000007
+ 0.9999999999999987
+ 1.0000000000000002
+ 1.0000000000000007</code></pre> <p>Testing</p> <pre><code class=language-julia >using LinearAlgebra
+norm&#40;A * x - b&#41;, norm&#40;x .- 1&#41;</code></pre><pre><code class="plaintext code-output">(4.440892098500626e-16, 1.6616296724220897e-15)</code></pre>
 <h2 id=plotting ><a href="#plotting" class=header-anchor >Plotting</a></h2>
 <p>Use <code>joinpath&#40;&quot;__site/assets&quot;, filename&#41;</code> as the path to save the image in the right place and use <code>&#123;&#123; rfig filename.ext Caption of image &#125;&#125;</code> to add the image afterwards. It is a good idea to use <code># hide</code> so the save command doesn&#39;t appear. See the example below.</p>
 <pre><code class=language-julia >using Plots
diff --git a/sitemap.xml b/sitemap.xml
index fa54135..c9820cf 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -3,7 +3,7 @@
 
 <url>
     <loc>https://jso.dev/index.html</loc>
-    <lastmod>2024-10-06</lastmod>
+    <lastmod>2024-10-13</lastmod>
     <changefreq>monthly</changefreq>
     <priority>0.5</priority>
 </url>
