diff --git a/reasoning-from-scratch b/reasoning-from-scratch
index f49e9e2..a8cfd55 160000
--- a/reasoning-from-scratch
+++ b/reasoning-from-scratch
@@ -1 +1 @@
-Subproject commit f49e9e2aadf4ca688201104864da97ee5ceb2abe
+Subproject commit a8cfd55fca9ff37177d675442de77601c3281728