diff --git a/notes.md b/notes.md
index 0647e1f..e59b77b 100644
--- a/notes.md
+++ b/notes.md
@@ -369,3 +369,4 @@
 2024-04-21T19:35:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (stable-baselines3)
 2024-04-21T19:58:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (stable-baselines3)
 2024-06-13T07:55:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (stable-baselines3)
+2024-06-13T06:56:00 - Refactor for clarity, might break a few tests though (stable-baselines3)