diff --git a/notes.md b/notes.md
index 1e87eed..342c6e5 100644
--- a/notes.md
+++ b/notes.md
@@ -112,3 +112,4 @@
 2017-03-04T18:27:00 - Minor doc updates: linking to article on quantization (pulp-runtime)
 2017-03-27T03:27:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pulp-runtime)
 2017-03-30T07:59:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pulp-runtime)
+2017-03-30T22:05:00 - Refactor for clarity, might break a few tests though (pulp-runtime)