diff --git a/components/AboutCard/index.js b/components/AboutCard/index.js
index cecdf99..f8b2aed 100644
--- a/components/AboutCard/index.js
+++ b/components/AboutCard/index.js
@@ -32,11 +32,12 @@ function AboutCard() {
         <p>
           these are my favorite, in no particular order
           <ul className="list-none ml-4 pt-2">
-            <li className="before:content-['-'] before:pr-2">ggerganov's <a href="https://github.com/ggerganov/llama.cpp" style={{ color: 'blue' }}>llama.cpp</a></li>
-            <li className="before:content-['-'] before:pr-2"><a href="https://github.com/ml-explore/mlx" style={{ color: 'blue' }}>mlx</a> is an array framework for apple silicon inspired by numpy, pytorch and jax.</li>
+            <li className="before:content-['-'] before:pr-2">ggerganov's <a href="https://github.com/ggerganov/llama.cpp" style={{ color: 'blue' }}>llama.cpp</a> (<a href="https://github.com/ggerganov/llama.cpp/pull/4484" style={{ color: 'blue' }}>#4484</a>)</li>
+            <li className="before:content-['-'] before:pr-2"><a href="https://github.com/ml-explore/mlx" style={{ color: 'blue' }}>mlx</a> is an array framework for apple silicon (<a href="https://github.com/ml-explore/mlx-examples/pull/202" style={{ color: 'blue' }}>#202</a> <a href="https://github.com/ml-explore/mlx-examples/pull/19" style={{ color: 'blue' }}>#19</a>) </li>
+            <li className="before:content-['-'] before:pr-2"> <a href="https://github.com/srush/Tensor-Puzzles" style={{ color: 'blue' }}>tensor puzzles</a> from sasha rush</li>
             <li className="before:content-['-'] before:pr-2"> community driven <a href="https://github.com/ohmyzsh/ohmyzsh" style={{ color: 'blue' }}>ohmyzsh</a></li>
             <li className="before:content-['-'] before:pr-2"> <a href="https://github.com/google/jax" style={{ color: 'blue' }}>jax</a>: the lovechild of autograd and xla</li>
-          </ul>
+          </ul> 
         </p>
       
     </div>