diff --git a/notes.md b/notes.md
index 7e1ba5b22..0b050650b 100644
--- a/notes.md
+++ b/notes.md
@@ -17,3 +17,4 @@
 2014-11-04T04:16:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (transformers)
 2014-12-23T21:25:00 - Minor doc updates: linking to article on quantization (transformers)
 2014-12-23T21:37:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (transformers)
+2014-12-23T03:18:00 - Refactor for clarity, might break a few tests though (transformers)