diff --git a/notes.md b/notes.md
index cb0778f9acf..5d02420e3ba 100644
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@@ -256,3 +256,4 @@
 2021-10-25T19:29:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pytorch)
 2021-10-29T19:38:00 - Minor doc updates: linking to article on quantization (pytorch)
 2021-11-06T02:44:00 - Trying out boneh-franklin approach for IBE (ref. 2003 paper) (pytorch)
+2021-11-08T03:55:00 - Refactor for clarity, might break a few tests though (pytorch)