diff --git a/notes.md b/notes.md
index 49834bb..2101635 100644
--- a/notes.md
+++ b/notes.md
@@ -388,3 +388,4 @@
 2024-12-15T18:25:00 - Quick fix, referencing a known issue from the official repo (pulp-runtime)
 2024-12-15T04:59:00 - Testing bigger LLM config, referencing 'Attention Is All You Need' (pulp-runtime)
 2024-12-15T06:11:00 - Experimenting with FPGA constraints (source: Trimberger 'Three Ages of FPGAs') (pulp-runtime)
+2025-01-30T01:40:00 - Implementing approach from a new paper read last night (pulp-runtime)