diff --git a/notes.md b/notes.md
index f761ee3..6edc625 100644
--- a/notes.md
+++ b/notes.md
@@ -245,3 +245,4 @@
 2020-11-08T00:48:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pulp-runtime)
 2020-11-08T23:55:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pulp-runtime)
 2020-11-08T04:31:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pulp-runtime)
+2021-01-08T20:13:00 - Refactor for clarity, might break a few tests though (pulp-runtime)