updating user guide with locust png

docs/user_guide.md

@@ -14,7 +14,7 @@ Complete operational guide for the Hopcroft Skill Classification system covering
 
 ---
 
-## 1. System Setup
+## 1. System Setup (Local)
 
 ### Prerequisites
 
@@ -25,7 +25,7 @@ Complete operational guide for the Hopcroft Skill Classification system covering
 | Docker Compose | 2.0+ | Multi-service orchestration |
 | Git | 2.30+ | Version control |
 
-### Option A: Docker Setup (Recommended)
+### Option A: Docker Setup
 
 **1. Clone and Configure**
 
@@ -122,7 +122,7 @@ streamlit run hopcroft_skill_classification_tool_competition/streamlit_app.py
 |-------------|-----|
 | Local (Docker) | http://localhost:8080 |
 | Local (Dev) | http://localhost:8000 |
-| Production (HF Spaces) | https://dacrow13-hopcroft-skill-classification.hf.space|
+| Production (HF Spaces) | https://dacrow13-hopcroft-skill-classification.hf.space/docs|
 
 ### Endpoints Overview
 
@@ -342,6 +342,8 @@ locust --headless \
 | 95th Percentile | Worst-case latency | < 2s |
 | Failure Rate | Percentage of errors | < 1% |
 
+![Locust Results](./img/locust.png)
+
 ---
 
 ## 5. Monitoring (Prometheus & Grafana)