diff --git a/notes.md b/notes.md
index 467b76a58..aafd5e84e 100644
--- a/notes.md
+++ b/notes.md
@@ -302,3 +302,4 @@
 2025-01-14T05:15:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (cryptography)
 2025-01-14T22:35:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (cryptography)
 2025-01-14T17:51:00 - Late-night bugfix on financial RL environment (cryptography)
+2025-01-31T22:45:00 - Minor doc updates: linking to article on quantization (cryptography)