diff --git a/notes.md b/notes.md
index 7335ace38..b22e3a0b1 100644
--- a/notes.md
+++ b/notes.md
@@ -297,3 +297,4 @@
 2024-09-10T20:10:00 - Refactor for clarity, might break a few tests though (cryptography)
 2024-09-10T05:07:00 - Late-night bugfix on financial RL environment (cryptography)
 2025-01-02T04:57:00 - Late-night bugfix on financial RL environment (cryptography)
+2025-01-12T07:45:00 - Implementing approach from a new paper read last night (cryptography)