diff --git a/public/images/matrix.svg b/public/images/matrix.svg
new file mode 100644
index 0000000..e7f5f0f
--- /dev/null
+++ b/public/images/matrix.svg
@@ -0,0 +1,15 @@
+<svg width="1508" height="440" viewBox="0 0 1508 440" fill="none" xmlns="http://www.w3.org/2000/svg">
+<mask id="mask0_656_14" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="21" y="0" width="384" height="440">
+<path d="M405 0H21V440H405V0Z" fill="white"/>
+</mask>
+<g mask="url(#mask0_656_14)">
+<path d="M32.575 10.1337V429.509H62.7169V439.574H20.876V-0.42627H62.5793V9.63873L32.575 10.1337Z" fill="#040404"/>
+</g>
+<mask id="mask1_656_14" style="mask-type:luminance" maskUnits="userSpaceOnUse" x="1106" y="0" width="384" height="440">
+<path d="M1490 0H1106V440H1490V0Z" fill="white"/>
+</mask>
+<g mask="url(#mask1_656_14)">
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+</g>
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+</svg>
diff --git a/public/images/matrix_icon.svg b/public/images/matrix_icon.svg
new file mode 100644
index 0000000..4e5bfb4
--- /dev/null
+++ b/public/images/matrix_icon.svg
@@ -0,0 +1,9 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg version="1.1" viewBox="0 0 27.9 32" xmlns="http://www.w3.org/2000/svg" xmlns:cc="http://creativecommons.org/ns#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+ <title>Matrix (protocol) logo</title>
+ <g transform="translate(-.095 .005)" fill="#040404">
+  <path d="m27.1 31.2v-30.5h-2.19v-0.732h3.04v32h-3.04v-0.732z"/>
+  <path d="m8.23 10.4v1.54h0.044c0.385-0.564 0.893-1.03 1.49-1.37 0.58-0.323 1.25-0.485 1.99-0.485 0.72 0 1.38 0.14 1.97 0.42 0.595 0.279 1.05 0.771 1.36 1.48 0.338-0.5 0.796-0.941 1.38-1.32 0.58-0.383 1.27-0.574 2.06-0.574 0.602 0 1.16 0.074 1.67 0.22 0.514 0.148 0.954 0.383 1.32 0.707 0.366 0.323 0.653 0.746 0.859 1.27 0.205 0.522 0.308 1.15 0.308 1.89v7.63h-3.13v-6.46c0-0.383-0.015-0.743-0.044-1.08-0.0209-0.307-0.103-0.607-0.242-0.882-0.133-0.251-0.336-0.458-0.584-0.596-0.257-0.146-0.606-0.22-1.05-0.22-0.44 0-0.796 0.085-1.07 0.253-0.272 0.17-0.485 0.39-0.639 0.662-0.159 0.287-0.264 0.602-0.308 0.927-0.052 0.347-0.078 0.697-0.078 1.05v6.35h-3.13v-6.4c0-0.338-7e-3 -0.673-0.021-1-0.0114-0.314-0.0749-0.623-0.188-0.916-0.108-0.277-0.3-0.512-0.55-0.673-0.258-0.168-0.636-0.253-1.14-0.253-0.198 0.0083-0.394 0.042-0.584 0.1-0.258 0.0745-0.498 0.202-0.705 0.374-0.228 0.184-0.422 0.449-0.584 0.794-0.161 0.346-0.242 0.798-0.242 1.36v6.62h-3.13v-11.4z"/>
+  <path d="m0.936 0.732v30.5h2.19v0.732h-3.04v-32h3.03v0.732z"/>
+ </g>
+</svg>
diff --git a/public/index.html b/public/index.html
index d98bb36..c39937f 100644
--- a/public/index.html
+++ b/public/index.html
@@ -47,6 +47,11 @@
                             <img src="images/discord.svg" height="40" width="40">
                         </a>
                     </div>
+                    <div class="col p-2">
+                        <a href="https://matrix.to/#/#codesociety:matrix.org">
+                            <img src="images/matrix_icon.svg" height="40" width="40">
+                        </a>
+                    </div>
                 </div>
             </div>
         </nav>
@@ -59,8 +64,9 @@
                 </div>
                 <div class="col-lg-8">
                     <p class="title">Code Society</p>
-                    <p class="description">We are a friendly community of programmers and scientists of all levels,
-                        backgrounds and all over the world!</p>
+                    <p class="description">We are a friendly community of programmers and scientists of all levels
+                        and backgrounds from all around the world!
+                    </p>
                     <a class="btn btn-xl btn-primary" href="https://discord.gg/FzgwHD7Am3">Join now</a>
                 </div>
             </div>
@@ -86,14 +92,17 @@
                                 <p class="title">Our goal</p>
                             </div>
                             <div class="col-md-6">
-                                <p class="description">The Code Society has for goal of helping programmers, scientists and
-                                    other to find each other to discuss programming, new technologies, science, and more!
+                                <p class="description">The Code Society has for goal of helping programmers, 
+                                    scientists and other to find each other to discuss programming, new 
+                                    technologies, science, and more! We also encourage collaboration on 
+                                    open source projects as a way to learn, contribute, and grow together as 
+                                    a community.
                                 </p>
                             </div>
                         </div>
                     </div>
                 </div>
-                <!-- Custom Bot Section -->
+                <!-- Grace Framework Section -->
                 <div class="row flex-row-reverse">
                     <div class="col-lg-6">
                         <div class="d-flex justify-content-center align-items-center h-100">
@@ -103,33 +112,37 @@
                     <div class="col-lg-6 d-flex justify-content-center align-items-center separation right">
                         <div class="row flex-column align-items-center my-5">
                             <div class="col-md-6">
-                                <p class="title">Custom bot</p>
+                                <p class="title">Grace Framework</p>
                             </div>
                             <div class="col-md-6">
-                                <p class="description">Our custom bot, called <a
-                                        href="https://github.com/Code-Society-Lab/grace">Grace</a>, is open source. We
-                                    invite everyone to contribute. It's a great way to make your first contribution and
-                                    work with other programmers on a cool project.</p>
+                                <p class="description"> 
+                                    <a href="https://github.com/Code-Society-Lab/grace-framework">Grace Framework</a> is an opinionated, 
+                                    extensible Discord bot framework built on top of discord.py. It comes with a various 
+                                    tools designed to help you rapidly build scalable, feature-rich Discord bots with 
+                                    minimal boilerplate.
+                                </p>
                             </div>
                         </div>
                     </div>
                 </div>
-                <!-- Cursif Section -->
+                <!-- Matrix.py Section -->
                 <div class="row">
                     <div class="col-lg-6">
                         <div class="d-flex justify-content-center align-items-center h-100">
-                            <img src="images/code.svg">
+                            <img src="images/matrix.svg">
                         </div>
                     </div>
                     <div class="col-lg-6 d-flex justify-content-center align-items-center separation left">
                         <div class="row flex-column align-items-center my-5">
                             <div class="col-md-6">
-                                <p class="title">Cursif</p>
+                                <p class="title">matrix.py</p>
                             </div>
                             <div class="col-md-6">
-                                <p class="description"><a href="https://github.com/Code-Society-Lab/cursif">Cursif</a>
-                                    is a collaborative, scriptable, and flexible note-taking application that aims to
-                                    help teams manage their projects.</p>
+                                <p class="description"><a href="https://github.com/Code-Society-Lab/matrixpy">matrix.py</a>
+                                    is a lightweight and intuitive Python library to build bots on the Matrix protocol.
+                                    It provides a clean, decorator-based API similar to popular event-driven frameworks,
+                                    allowing developers to focus on behavior rather than boilerplate.
+                                </p>
                             </div>
                         </div>
                     </div>
@@ -148,10 +161,10 @@
                             </div>
                             <div class="col-md-6">
                                 <p class="description">Our <a href="https://resources.codesociety.xyz">library</a>
-                                        is a collection of resources put together by the members of 
-                                        the Code Society for various programming and software development 
-                                        subjects that we have found useful. It's a great place to find books, 
-                                        articles, videos, and more to help you learn and grow as a programmer or scientist.
+                                    is a collection of resources put together by the members of
+                                    the Code Society for various programming and software development
+                                    subjects that we have found useful. It's a great place to find books,
+                                    articles, videos, and more to help you learn and grow as a programmer or scientist.
                                 </p>
                             </div>
                         </div>