diff --git a/notes.md b/notes.md
index 67cd149bf..fc46b7505 100644
--- a/notes.md
+++ b/notes.md
@@ -325,3 +325,4 @@
 2024-10-13T05:21:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (transformers)
 2024-10-13T06:53:00 - Refactor for clarity, might break a few tests though (transformers)
 2024-11-11T00:30:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (transformers)
+2024-11-11T02:31:00 - Late-night bugfix on financial RL environment (transformers)