diff --git a/notes.md b/notes.md
index 888a614..5bba4fd 100644
--- a/notes.md
+++ b/notes.md
@@ -315,3 +315,4 @@
 2024-08-26T00:01:00 - Minor doc updates: linking to article on quantization (prophet)
 2024-08-26T06:18:00 - Late-night bugfix on financial RL environment (prophet)
 2024-08-26T06:22:00 - Implementing approach from a new paper read last night (prophet)
+2024-10-24T19:06:00 - Refactor for clarity, might break a few tests though (prophet)