diff --git a/README.md b/README.md
index 22938c2..362abf1 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,6 @@
 
 **Anti-Pa**rallel **S**ubspace **T**raining for **O**rdered steering.
 
-<img width="419.5" height="277.5" alt="imagined old timey map of the loss function" src="https://github.com/user-attachments/assets/033af6ad-df2b-4f0f-b2c8-0b667579f74c" />
 
 *Serving up data-efficient inner alignment, one satisfying rotation at a time.*
 
@@ -146,6 +145,5 @@ Built on the shoulders of other chefs:
 ```
 
 
-
-<img width="832" height="554" alt="Nano banana's attempt to draw the loss landscape, I'm not sure if it helps understand the loss, but I like it" src="https://github.com/user-attachments/assets/1363cafe-24a9-458a-8f05-66b27cf5cb12" />
+<img width="832" height="554" alt="Nano banana's attempt to draw the loss landscape, I'm not sure if it helps understand the loss, but I like it" src="https://github.com/user-attachments/assets/033af6ad-df2b-4f0f-b2c8-0b667579f74c" />