diff --git a/README.md b/README.md
index 2bf3ad7..7ab2ab8 100644
--- a/README.md
+++ b/README.md
@@ -10,13 +10,15 @@ Current reading [Introduction to Probability, Statistics, and Random Processes -
 
 ## Phases
 
-### Phase 1 — Math Foundation (you're here)
+Recommended path, generated by CLAUDE
+
+### Phase 1 — Math Foundation (*)
 
 1. Pishro-Nik ← in progress, finish this
 2. Elementary Stochastic Calculus
 3. A guide to Brownian motion
 
-### Phase 2 — Get Practical Early (don't wait on this)
+### Phase 2 — Get Practical Early
 
 1. Algorithmic Trading — Chan ← read this soon; short, orients everything else
 2. Analysis of Financial Time Series — Tsay ← essential for price/return modeling