diff --git a/README.md b/README.md
index ec23351..33804ae 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# steer-heal-love
+# steer, heal, love
 
 What if you can **steer**, **heal** the steering and repeat untill alignment (**love**). 
 <!--(Staring Julia Roberts: If your wife has made you watch eat, pray love too many times, you will understand the reference)-->
@@ -6,6 +6,7 @@ What if you can **steer**, **heal** the steering and repeat untill alignment (**
 Hypothesis: you can distill a steering vector into LoRA weights and "heal" the incoherency the vector injects by regularising the training (KL to base, or weight decay). Then loop and see what multiple rounds give you.
 
 The crux: KL-to-base penalises all drift, persona shift included. The bet is that incoherency drift is large and erratic while the persona shift is small and systematic, so KL kills the incoherency preferentially. If that's wrong, we just trade persona strength for coherence instead of getting both.
+<img width="1322" height="798" alt="image" src="https://github.com/user-attachments/assets/83d719a5-cf17-4d45-8af1-e5b9379391b8" />
 
 
 ## Experiment