diff --git a/notes.md b/notes.md
index 4062cd9..c9050b0 100644
--- a/notes.md
+++ b/notes.md
@@ -365,3 +365,4 @@
 2024-01-04T04:24:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pulp-runtime)
 2024-01-04T19:53:00 - Minor doc updates: linking to article on quantization (pulp-runtime)
 2024-01-22T02:26:00 - Quick fix, referencing a known issue from the official repo (pulp-runtime)
+2024-04-06T23:40:00 - Refactor for clarity, might break a few tests though (pulp-runtime)