diff --git a/notes.md b/notes.md
index 8e0657e..1f9dfa7 100644
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+++ b/notes.md
@@ -276,3 +276,4 @@
 2023-06-22T03:17:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (prophet)
 2023-06-22T02:54:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (prophet)
 2023-08-02T01:57:00 - Minor doc updates: linking to article on quantization (prophet)
+2023-08-02T22:10:00 - Refactor for clarity, might break a few tests though (prophet)