Update README.md

README.md

@@ -1,15 +1,14 @@
 ---
 title: ROCKIT Vision Intelligence
-emoji: "\U0001F50D"
+emoji: "🔍"
 colorFrom: indigo
 colorTo: purple
 sdk: gradio
-sdk_version: "5.5.0"
+sdk_version: "5.12.0"
 app_file: app.py
 pinned: true
 license: apache-2.0
 python_version: 3.12
-
 ---
 
 <div align="center">
@@ -103,11 +102,11 @@ Raw vector search returns `(id, score)` tuples. Before showing results to the us
 
 ## Architecture
 
-![Architecture](assests/architecture.png)
+![Architecture](assests/Architecture.png)
 
 ### Data Flow (Single Query)
 
-![Data Flow (Single Query)](assests/dataFlow.png)
+![Data Flow (Single Query)](assests/dataflow.png)
 
 ---
 
@@ -115,6 +114,7 @@ Raw vector search returns `(id, score)` tuples. Before showing results to the us
 
 ROCKIT automatically detects available hardware and selects the best backend:
 
+![GPU Compute Tiers](assests/GPU_Compute.png)
 
 | Tier | Backend | Search Latency (100K vectors) | When Used |
 |------|---------|-------------------------------|-----------|