diff --git a/experience.html b/experience.html
index e8bbb07..23ad4b6 100644
--- a/experience.html
+++ b/experience.html
@@ -21,10 +21,14 @@
             <article>
                 <h3>education</h3>
                 <ul>
-                    <li><b>piedmont hills high school</b>: graduating june 2027, 4.0 unweighted gpa, ap calc bc, ap physics c: mech, etc.</li>
+                    <li><b>piedmont hills high school</b>: graduating june 2027, 4.0 unweighted gpa, ap calc bc, ap phys c: mech, ap phys ii etc.</li>
                 </ul>
                 <h3>experience</h3>
                 <ul>
+                    <li>
+                        <b>ucd cosmos</b>: jul 2026 - aug 2026
+                        <p>lots and lots of machine learning, built <b><a href="https://stich.craisin.tech">stich</a></b> as a final project</p>
+                    </li>
                     <li>
                         <b>competitive coding</b>: feb 2024 - present
                         <p>applying algorithmic thinking at a high level in prestigious contests, cf expert (top ~15%), calico gold (top ~8%), and usaco silver</p>
@@ -52,7 +56,7 @@
                 </ul>
                 <h3>skills</h3>
                 <ul>
-                    <li><b>python</b>: flask, pandas, tensorflow</li>
+                    <li><b>python</b>: flask, pandas, pytorch</li>
                     <li><b>html, css, js</b></li>
                     <li><b>docker</b>: compose</li>
                     <li><b>unix based systems</b>: debian, shell scripting</li>
@@ -61,8 +65,8 @@
             </article>
             <footer>
                 <a class="bi bi-linkedin" title="Linkedin" href="https://www.linkedin.com/in/kah-kai-yap/"></a>
-                <a class="bi bi-git" title="Gitea (personal projects)" href="https://gitea.craisin.tech/craisin"></a>
-                <a class="bi bi-github" title="Github (public projects)" href="https://github.com/craisined"></a>
+                <a class="bi bi-github" title="Github" href="https://github.com/craisined"></a>
+                <a class="bi bi-git" title="Gitea" href="https://gitea.craisin.tech/craisin"></a>
                 <a class="bi bi-trophy-fill" title="Codeforces" href="https://codeforces.com/profile/craisin"></a>
                 <a class="bi bi-envelope-fill" title="Email" href="mailto:kahkaicyap@gmail.com"></a>
             </footer>
diff --git a/index.html b/index.html
index 6d0204d..9a7e8a1 100644
--- a/index.html
+++ b/index.html
@@ -40,8 +40,8 @@
             </article>
             <footer>
                 <a class="bi bi-linkedin" title="Linkedin" href="https://www.linkedin.com/in/kah-kai-yap/"></a>
-                <a class="bi bi-git" title="Gitea (personal projects)" href="https://gitea.craisin.tech/craisin"></a>
-                <a class="bi bi-github" title="Github (public projects)" href="https://github.com/craisined"></a>
+                <a class="bi bi-github" title="Github" href="https://github.com/craisined"></a>
+                <a class="bi bi-git" title="Gitea" href="https://gitea.craisin.tech/craisin"></a>
                 <a class="bi bi-trophy-fill" title="Codeforces" href="https://codeforces.com/profile/craisin"></a>
                 <a class="bi bi-envelope-fill" title="Email" href="mailto:kahkaicyap@gmail.com"></a>
             </footer>
diff --git a/projects.html b/projects.html
index f1716bd..21da07e 100644
--- a/projects.html
+++ b/projects.html
@@ -19,10 +19,11 @@
     <main>
         <div class="content-container">
             <article>
-                <h3>coding projects</h3>
+                <h3>coding projects (more on my <b><a href="https://github.com/craisined">gh</a></b>)</h3>
                 <ul>
-                    <li><b><a href="https://gitea.craisin.tech/craisin/homelab-compose">homelab</a></b>: my personal server running docker based infrastructure (serves this webpage and my notes)</li>
-                    <li><b><a href="https://gitea.craisin.tech/craisin/word2vec-from-scratch">word2vec</a> and <a href="https://gitea.craisin.tech/craisin/polynoimial-regression">polynoimial regression</a> implementations</b>: personal implementations of ml algorithms i made to further my undertanding of them</li>
+                    <li><b><a href="https://stich.craisin.tech">stich</a></b>: ucd cosmos project! turn humming into classical using a cyclegan.</li>
+                    <li><b><a href="https://github.com/craisined/homelab-compose">homelab</a></b>: my personal server running docker based infrastructure (serves this webpage and my notes)</li>
+                    <li><b><a href="https://github.com/craisined/word2vec-from-scratch">word2vec</a> and <a href="https://github.com/craisined/polynomial-regression">polynoimial regression</a> implementations</b>: personal implementations of ml algorithms i made to further my undertanding of them</li>
                     <li><b><a href="https://shapeai.craisin.tech">shapeai</a></b>: trained catagorization model in tensorflow, forked and improved from my friend <b><a href="https://github.com/quentinbkk">@quentinbkk</a></b></li>
                 </ul>
                 <h3>notes</h3>
@@ -38,8 +39,8 @@
             </article>
             <footer>
                 <a class="bi bi-linkedin" title="Linkedin" href="https://www.linkedin.com/in/kah-kai-yap/"></a>
-                <a class="bi bi-git" title="Gitea (personal projects)" href="https://gitea.craisin.tech/craisin"></a>
-                <a class="bi bi-github" title="Github (public projects)" href="https://github.com/craisined"></a>
+                <a class="bi bi-github" title="Github" href="https://github.com/craisined"></a>
+                <a class="bi bi-git" title="Gitea" href="https://gitea.craisin.tech/craisin"></a>
                 <a class="bi bi-trophy-fill" title="Codeforces" href="https://codeforces.com/profile/craisin"></a>
                 <a class="bi bi-envelope-fill" title="Email" href="mailto:kahkaicyap@gmail.com"></a>
             </footer>
diff --git a/resume.pdf b/resume.pdf
index 34ec3cf..2eb8dcc 100644
Binary files a/resume.pdf and b/resume.pdf differ