diff --git a/lecture/lec28.md b/lecture/lec28.md
index b78a006..1d70506 100644
--- a/lecture/lec28.md
+++ b/lecture/lec28.md
@@ -12,3 +12,5 @@ Content by many dedicated Data 100 instructors at UC Berkeley. See our [Acknowle
 
 - [slides](https://docs.google.com/presentation/d/1f6-eAWfBk_lev8rktvAwBredlpzCTtcNDKZok0V-9XQ/edit?usp=sharing){:target="_blank"}
 - [Intro to LLMs](https://drive.google.com/file/d/1bN2eMA3RxZWPG7QM8z5yq5GBGGpPjm2H/view?usp=sharing)
+- [code](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Ffa24-student&urlpath=lab%2Ftree%2Ffa24-student%2Flecture%2Flec28%2FLec28.ipynb&branch=main){:target="_blank"}
+- [code HTML](../../resources/assets/lectures/lec28/lec28.html)