diff --git a/docs/tech_docs/llm/llm_visuals.md b/docs/tech_docs/llm/llm_visuals.md
index 8afb94b..e7a8422 100644
--- a/docs/tech_docs/llm/llm_visuals.md
+++ b/docs/tech_docs/llm/llm_visuals.md
@@ -1,4 +1,3 @@
-
 ## `Claude`
 
 ```mermaid
@@ -14,7 +13,7 @@ graph TD
         E[Transformer Decoder]
     end
 
-    subgraph Attention Mechanism
+    subgraph AttentionMechanism
         G[Multi-Head Attention]
         H[Feed Forward]
         I[Add & Norm]
@@ -34,7 +33,7 @@ graph TD
     class A input
     class F output
     class Transformer transformer
-    class Attention Mechanism attention
+    class AttentionMechanism attention
 ```
 
 > zeroshot