diff --git a/notes.md b/notes.md
index e340787..b6e521a 100644
--- a/notes.md
+++ b/notes.md
@@ -160,3 +160,4 @@
 2018-07-17T19:40:00 - Late-night bugfix on financial RL environment (pulp-runtime)
 2018-07-17T00:18:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pulp-runtime)
 2018-07-17T17:11:00 - Quick fix, referencing a known issue from the official repo (pulp-runtime)
+2018-08-03T21:39:00 - Refactor for clarity, might break a few tests though (pulp-runtime)