diff --git a/static/css/main.css b/static/css/main.css
index 66757ff..67c5012 100644
--- a/static/css/main.css
+++ b/static/css/main.css
@@ -26,6 +26,7 @@ h2 {
   text-transform: uppercase;
   border-bottom: 2px solid #2cbb00;
   display: inline-block;
+  text-align: center;
 }
 
 p, li {
diff --git a/templates/main.html b/templates/main.html
index e51156d..f145352 100644
--- a/templates/main.html
+++ b/templates/main.html
@@ -2,10 +2,7 @@
 <html lang="en">
   <head>
     <meta charset="UTF-8" />
-    <meta
-      name="viewport"
-      content="width=device-width, initial-scale=1.0"
-    />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <meta name="msapplication-TileColor" content="#2cbb00" />
     <meta name="theme-color" content="#2cbb00" />
     <title>Ethan Pisani - Portfolio</title>
@@ -20,7 +17,7 @@
       href="https://fonts.googleapis.com/css?family=Roboto&display=swap"
       rel="stylesheet"
     />
-   <link
+    <link
       rel="stylesheet"
       type="text/css"
       href="{{ url_for('static',filename='css/main.css') }}"
@@ -41,113 +38,267 @@
     <div class="content">
       <h1 class="text-pop-up-top">Ethan Pisani.</h1>
 
-  
       <p>
-        <a href="https://www.linkedin.com" target="_blank">LinkedIn</a> ⋄
+        <a href="https://www.linkedin.com/in/ethanpisani" target="_blank">LinkedIn</a> ⋄
         <a href="https://www.ethanpisani.com" target="_blank">Website</a> ⋄
         <a href="https://www.github.com/EthanPisani" target="_blank">GitHub</a>
       </p>
-      
+
+      <div class="section">
+        <h2>Introduction</h2>
+        <p>
+          Hey, I'm Ethan Pisani, a Computer Science student at the University of
+          Western Ontario, wrapping up my Bachelor's with an Honors
+          Specialization in 2025. I’m passionate about AI, machine learning, and
+          game development, with a strong focus on creating innovative solutions
+          through both software engineering and AI techniques.
+        </p>
+        <p>
+          My projects range from developing AI agents for games like CSGO, where
+          I compare traditional pathfinding with deep learning, to working on
+          real-time bus visualization using AI/ML for my city’s transit system.
+          I’m also building a 3D game in Godot with custom C++ modules that
+          interface with LLaMA, stable-diffusion, and more.
+        </p>
+        <p>
+          I’ve interned as a Junior Software Developer at the Canada Revenue
+          Agency, gaining hands-on experience with COBOL, JCL, and mainframe
+          debugging, while also doing QA and bug triaging. Additionally, I’ve
+          had a stint at the DFO Government of Canada as a Junior Communications
+          Officer, helping streamline communications and manage user stories for
+          software projects.
+        </p>
+
+        <p>
+          When I’m not coding, I’m probably tinkering with my homelab, I just
+          upgraded to 10gb LAN!, where I self-host apps and experiment with
+          different systems like Docker, TrueNAS, and Proxmox. You’ll often find
+          me deep-diving into emerging tech, whether it’s neural networks or new
+          software, always looking for that next creative challenge.
+        </p>
+      </div>
+
       <div class="section">
         <h2>Education</h2>
-        <p class="project-container-p"><strong>Bachelor of Computer Science <em>University of Western Ontario</em></strong> <span class=project-date">2021 — 2025</span></p>
-          <p>
-            Honors Specialization in Computer Science
-          </p>
+        <p class="project-container-p">
+          <strong
+            >Bachelor of Computer Science
+            <em>University of Western Ontario</em></strong
+          >
+          <span class="project-date">2021 — 2025</span>
+        </p>
+        <p>Honors Specialization in Computer Science</p>
+      </div>
 
+      <div class="section">
+        <h2>Papers</h2>
+        <ul class="projects-list">
+          <hr />
+          <div name="Paper1">
+            <p class="project-container-p">
+              <strong
+                ><a
+                  href="https://github.com/michaelsalton/ProjectLambda/blob/main/Comparing_AI_Navigation_Methods_Using_Counter_Strike__Global_Offensive.pdf"
+                  target="_blank"
+                  >Comparing AI Navigation Methods Using Counter-Strike: Global
+                  Offensive</a
+                ></strong
+              >
+              <span class="project-date">2023</span>
+            </p>
+            <ul>
+              <li>
+                The paper presents two AI agents developed for playing the game
+                <i>Counter-Strike: Global Offensive</i> (CS:GO).
+              </li>
+              <li>
+                The first agent combines YOLOv7 object detection with the A*
+                pathfinding algorithm, while the second agent uses a deep neural
+                network trained through behavioral cloning and offline
+                reinforcement learning.
+              </li>
+              <li>
+                The project aims to create an AI that mimics human player
+                performance based solely on visual inputs, comparing the realism
+                and behavior of pathfinding-based AI versus machine
+                learning-based AI.
+              </li>
+            </ul>
+          </div>
+        </ul>
       </div>
 
       <div class="section">
         <h2>Projects</h2>
-        
+
         <ul class="projects-list">
           <!-- Projects: Project Lambda, Portfolio Website, Homelab, Tails of Ailurus, LTC Bus AI/ML, SMPLY-Navigate, Gan website, Project ASH --->
-          <hr>
+          <hr />
 
           <div name="Tails of Ailurus">
-            <p class="project-container-p"><strong>Tails of Ailurus</strong> <span class=project-date">September 2024 — Present</span></p>
+            <p class="project-container-p">
+              <strong>Tails of Ailurus</strong>
+              <span class="project-date">September 2024 — Present</span>
+            </p>
             <ul>
               <li>Developing a 3D game in the Godot 4.3 Engine</li>
-              <li>Wrote custom GDextension modules in C++ for the game engine</li>
-              <li>Custom modules include interfaces for llama.cpp, stable-diffusion.cpp, whisper.cpp, and piper TTS</li>
-              <li>Dynamic story-telling and world-building ultizing Meta's Llama 3 models, c0 diffusion model and piper TTS models</li>
-            </ul>
-          </div>
-          
-          <hr>
-          
-          <div name="LTC Bus AI/ML">
-            <p class="project-container-p"><strong>LTC Bus AI/ML</strong> <span class=project-date">October 2024 — Present</span></p>
-            <ul>
-              <li>Partnered with Dr. Yili Tang and the MoTech Group to develop tools for real-time bus movement visualization
-                in London using AI/ML techniques and data from the City of London transit portal.
-              </li>
-              <li> Utilized SQL and Multiple Linear Regression to store and analyze real-time bus location data, aiming to enhance the accuracy of existing bus time information through advanced machine learning methodologies.
-              </li>
-            </ul>
-          </div>
-
-          <hr>
-          
-          <div name="Project ASH">
-            <p class="project-container-p"><strong>Project ASH</strong> <span class=project-date">2023</span></p>
-            <ul>
-              <li>Created a Virtual Personality by using a blend of cutting-edge open-source AI models. Employed a diverse array of Machine Learning techniques, including LLM, TTS, STT, and text analysis. 
+              <li>
+                Wrote custom GDextension modules in C++ for the game engine
               </li>
               <li>
-               Designed a modular system over MQTT to integrate and control these models and algorithms, resulting in the development of a human-like real time conversational avatar that can be locally hosted on consumer hardware.
+                Custom modules include interfaces for llama.cpp,
+                stable-diffusion.cpp, whisper.cpp, and piper TTS
+              </li>
+              <li>
+                Dynamic story-telling and world-building ultizing Meta's Llama 3
+                models, c0 diffusion model and piper TTS models
               </li>
             </ul>
           </div>
 
-          <hr> 
+          <hr />
+
+          <div name="LTC Bus AI/ML">
+            <p class="project-container-p">
+              <strong>LTC Bus AI/ML</strong>
+              <span class="project-date">October 2024 — Present</span>
+            </p>
+            <ul>
+              <li>
+                Partnered with Dr. Yili Tang and the MoTech Group to develop
+                tools for real-time bus movement visualization in London using
+                AI/ML techniques and data from the City of London transit
+                portal.
+              </li>
+              <li>
+                Utilized SQL and Multiple Linear Regression to store and analyze
+                real-time bus location data, aiming to enhance the accuracy of
+                existing bus time information through advanced machine learning
+                methodologies.
+              </li>
+            </ul>
+          </div>
+
+          <hr />
+
+          <div name="Project ASH">
+            <p class="project-container-p">
+              <strong>Project ASH</strong>
+              <span class="project-date">2023</span>
+            </p>
+            <ul>
+              <li>
+                Created a Virtual Personality by using a blend of cutting-edge
+                open-source AI models. Employed a diverse array of Machine
+                Learning techniques, including LLM, TTS, STT, and text analysis.
+              </li>
+              <li>
+                Designed a modular system over MQTT to integrate and control
+                these models and algorithms, resulting in the development of a
+                human-like real time conversational avatar that can be locally
+                hosted on consumer hardware.
+              </li>
+            </ul>
+          </div>
+
+          <hr />
 
           <div name="SMPLY-Navigate">
-            <p class="project-container-p"><strong><a href="https://github.com/EthanPisani/SMPLY-Navigate">SMPLY-Navigate</a></strong> <span class=project-date">2022</span></p>
+            <p class="project-container-p">
+              <strong
+                ><a href="https://github.com/EthanPisani/SMPLY-Navigate"
+                  >SMPLY-Navigate</a
+                ></strong
+              >
+              <span class="project-date">2022</span>
+            </p>
             <ul>
-              <li>This project for Western University Software Engineering Class is an app that uses the university’s floor plans, allowing users to search and navigate each floor of select buildings. The application allows users to search for points of interest, browse floor maps, and save personal points of interest. The application will also have an editing tool for developers to create and edit map metadata.
+              <li>
+                This project for Western University Software Engineering Class
+                is an app that uses the university’s floor plans, allowing users
+                to search and navigate each floor of select buildings. The
+                application allows users to search for points of interest,
+                browse floor maps, and save personal points of interest. The
+                application will also have an editing tool for developers to
+                create and edit map metadata.
               </li>
               <li>
-                Involved using the complete software development cycle, from initial requirements to design, to development utilizing Java, JUnit 5, Git, BitBucket, and Swing, to testing a fully featured desktop application.
+                Involved using the complete software development cycle, from
+                initial requirements to design, to development utilizing Java,
+                JUnit 5, Git, BitBucket, and Swing, to testing a fully featured
+                desktop application.
               </li>
             </ul>
           </div>
-          
-          <hr>
+
+          <hr />
 
           <div name="Gan Flask Website">
-            <p class="project-container-p"><strong><a href="https://github.com/EthanPisani/gan.ethanpisani.com">Gan Flask Website</a></strong> <span class=project-date">2021</span></p>
+            <p class="project-container-p">
+              <strong
+                ><a href="https://github.com/EthanPisani/gan.ethanpisani.com"
+                  >Gan Flask Website</a
+                ></strong
+              >
+              <span class="project-date">2021</span>
+            </p>
             <ul>
-              <li>Trained NVIDIA’s StyleGAN2-ADA on dataset of Galaxy Images to generate new images</li>
-               <li>Developed and hosted a website for displaying the images using Flask and Docker </li>  
+              <li>
+                Trained NVIDIA’s StyleGAN2-ADA on dataset of Galaxy Images to
+                generate new images
+              </li>
+              <li>
+                Developed and hosted a website for displaying the images using
+                Flask and Docker
+              </li>
             </ul>
           </div>
-          
-          <hr>
+
+          <hr />
 
           <div name="chemistry Study Guide">
-            <p class="project-container-p"> <strong> <a href="/chem12cpt" >Chemistry Study Guide </a> </strong> <span class=project-date">2021</span></p>
+            <p class="project-container-p">
+              <strong> <a href="/chem12cpt">Chemistry Study Guide </a> </strong>
+              <span class="project-date">2021</span>
+            </p>
             <ul>
-              <li>Developed a Flask web application to help students study for their Chemistry 12 CPT exam </li>
-              <li>4 sections using different interactive study methods: flashcards, quizzes, and a follow along, and 3D visualizer</li>
-              <li>Utilized Python, Flask, HTML, CSS, and JavaScript to create a user-friendly study guide </li>
+              <li>
+                Developed a Flask web application to help students study for
+                their Chemistry 12 CPT exam
+              </li>
+              <li>
+                4 sections using different interactive study methods:
+                flashcards, quizzes, and a follow along, and 3D visualizer
+              </li>
+              <li>
+                Utilized Python, Flask, HTML, CSS, and JavaScript to create a
+                user-friendly study guide
+              </li>
             </ul>
           </div>
 
-          <hr>
+          <hr />
 
           <div name="Homelab">
-            <p class="project-container-p"><strong>Homelab</strong> <span class=project-date">2019</span></p>
+            <p class="project-container-p">
+              <strong>Homelab</strong> <span class="project-date">2019</span>
+            </p>
             <ul>
-              <li>A collection of computers and servers <span class=project-date">both local and cloud-based</span> running various software such as Debian, Proxmox, TrueNAS, and OPNsense.</li>
-              <li>Experience self-hosting apps like Gitea, Jellyfin, Docker apps, reverse proxy config, and more.</li>
+              <li>
+                A collection of computers and servers
+                <span class="project-date">both local and cloud-based</span>
+                running various software such as Debian, Proxmox, TrueNAS, and
+                OPNsense.
+              </li>
+              <li>
+                Experience self-hosting apps like Gitea, Jellyfin, Docker apps,
+                reverse proxy config, and more.
+              </li>
             </ul>
           </div>
 
-          <hr>
-
+          <hr />
         </ul>
-      
       </div>
 
       <div class="section">
@@ -174,73 +325,120 @@
 
       <div class="section">
         <h2>Experience</h2>
-        <p><strong>Junior Software Developer</strong> | Canada Revenue Agency<br />
-        May 2024 — September 2024</p>
+        <p>
+          <strong>Junior Software Developer</strong> | Canada Revenue Agency<br />
+          May 2024 — September 2024
+        </p>
         <ul>
-          <li>Trained on Batch/Online COBOL, JCL, Mainframe ISPF. Debugged programs in Xpediter, Topaz Workbench.</li>
-          <li>Performed daily QA testing of regressions, enhancing team efficiency.</li>
-          <li>Gained experience in agile development, using Jira, code reviews, impact analysis, and Endevor.</li>
+          <li>
+            Trained on Batch/Online COBOL, JCL, Mainframe ISPF. Debugged
+            programs in Xpediter, Topaz Workbench.
+          </li>
+          <li>
+            Performed daily QA testing of regressions, enhancing team
+            efficiency.
+          </li>
+          <li>
+            Gained experience in agile development, using Jira, code reviews,
+            impact analysis, and Endevor.
+          </li>
         </ul>
-        <hr>
-        <p><strong>Junior Communications Officer</strong> | DFO Government of Canada<br />
-        May 2022 — August 2022</p>
+        <hr />
+        <p>
+          <strong>Junior Communications Officer</strong> | DFO Government of
+          Canada<br />
+          May 2022 — August 2022
+        </p>
         <ul>
-          <li>Updating the team’s intranet site using Drupal, managed email inboxes, documented user stories </li>
-          <li>Helped my team work more efficiently by helping with any requested tasks </li>
-          <li>Gained experience in communicating with stakeholders about user stories to be used in a large software project. </li>
+          <li>
+            Updating the team’s intranet site using Drupal, managed email
+            inboxes, documented user stories
+          </li>
+          <li>
+            Helped my team work more efficiently by helping with any requested
+            tasks
+          </li>
+          <li>
+            Gained experience in communicating with stakeholders about user
+            stories to be used in a large software project.
+          </li>
         </ul>
       </div>
 
-
       <div class="section">
         <h2>Extra-Curricular Activities</h2>
 
-        <hr>
+        <hr />
 
-        <p class="project-container-p"><strong>Western Developer Society | LTC Bus AI/ML | Team Lead</strong><span class=project-date">October 2024</span>
+        <p class="project-container-p">
+          <strong>Western Developer Society | LTC Bus AI/ML | Team Lead</strong
+          ><span class="project-date">October 2024</span>
+        </p>
         <ul>
-          <li>Partnered with Dr. Yili Tang to develop tools for real-time bus movement visualization using AI/ML techniques.</li>
-          <li>Utilized SQL and Multiple Linear Regression to store and analyze bus location data.</li>
-        </ul>
-
-        <hr>
-
-        <p class="project-container-p"><strong>Western AI | Project ASH | Developer</strong><span class=project-date">2023</span></p>
-        <ul>
-          <li>Created a Virtual Personality by using a blend of cutting-edge open-source AI models. Employed a diverse array of Machine Learning techniques, including LLM, TTS, STT, and text analysis. 
+          <li>
+            Partnered with Dr. Yili Tang to develop tools for real-time bus
+            movement visualization using AI/ML techniques.
           </li>
           <li>
-           Designed a modular system over MQTT to integrate and control these models and algorithms, resulting in the development of a human-like real time conversational avatar that can be locally hosted on consumer hardware.
+            Utilized SQL and Multiple Linear Regression to store and analyze bus
+            location data.
           </li>
         </ul>
 
-        <hr>
+        <hr />
 
-        <p class="project-container-p"><strong>Western AI | Project Lambda | Developer</strong><span class=project-date">2022</span></p>
+        <p class="project-container-p">
+          <strong>Western AI | Project ASH | Developer</strong
+          ><span class="project-date">2023</span>
+        </p>
+        <ul>
+          <li>
+            Created a Virtual Personality by using a blend of cutting-edge
+            open-source AI models. Employed a diverse array of Machine Learning
+            techniques, including LLM, TTS, STT, and text analysis.
+          </li>
+          <li>
+            Designed a modular system over MQTT to integrate and control these
+            models and algorithms, resulting in the development of a human-like
+            real time conversational avatar that can be locally hosted on
+            consumer hardware.
+          </li>
+        </ul>
+
+        <hr />
+
+        <p class="project-container-p">
+          <strong>Western AI | Project Lambda | Developer</strong
+          ><span class="project-date">2022</span>
+        </p>
         <ul>
           <li>Created 2 Machine Learning Agents to play the video game CSGO</li>
-          <li>Object detection Model using Yolov7 in Pytorch and A* path finding</li>
-          <li>Behavioural Cloning Model using JAX/FLAX running from a OpenAI GYM environment</li>
+          <li>
+            Object detection Model using Yolov7 in Pytorch and A* path finding
+          </li>
+          <li>
+            Behavioural Cloning Model using JAX/FLAX running from a OpenAI GYM
+            environment
+          </li>
           <li>Achieved 87% accuracy on custom data set of over 5,000 images</li>
         </ul>
 
-        <hr>
+        <hr />
 
-        <p class="project-container-p"><strong>Western AI | Pose Estimation | Developer </strong><span class=project-date">2021</span></p>
+        <p class="project-container-p">
+          <strong>Western AI | Pose Estimation | Developer </strong
+          ><span class="project-date">2021</span>
+        </p>
         <ul>
-          <li>Designed a custom ANN for Image Classification of a yoga pose.</li>
+          <li>
+            Designed a custom ANN for Image Classification of a yoga pose.
+          </li>
           <li>Developed model using TensorFlow and Numpy.</li>
           <li>Detected using TensorFlow back-end to a HTML/CSS website.</li>
         </ul>
 
-        <hr>
-
+        <hr />
       </div>
-
-    
-
-
-     
     </div>
 
     <script>
