Update README.md

README.md

@@ -17,7 +17,7 @@ datasets:
 
 # Step-3.5-Flash-Distill-MolmoWeb-8B-TQ-Mixed
 
-This model is a "God-tier" reasoning visual agent specifically designed to spewd run complex web account management tasks. By distilling the 196B **Step-3.5-Flash** "Brain" into the 8B **MolmoWeb** "Eyes" and applying **TurboQuant** extreme compression, we have created a specialist that fits in ~3GB of VRAM while maintaining frontier-level reasoning.
+This model is a "God-tier" reasoning visual agent specifically designed to speed run complex web account management tasks. By distilling the 196B **Step-3.5-Flash** "Brain" into the 8B **MolmoWeb** "Eyes" and applying **TurboQuant** extreme compression, we have created a specialist that fits in ~3GB of VRAM while maintaining frontier-level reasoning.
 
 ## Model Details
 
@@ -61,7 +61,7 @@ Specifically intended for **Identity Steering**:
 
 ### Recommendations
 
-Users should deploy this model with the **Senior-First UI Overlay** to ensure the agent's internal reasoning (<|thought|>) is transparent to the user, reducing anxiety during automated actions.
+Users should deploy this model with the **Web UI Overlay** (link soon) to ensure the agent's internal reasoning (<|thought|>) is transparent to the user, reducing anxiety during automated actions.
 
 ## How to Get Started with the Model