diff --git a/README.md b/README.md
index 37be1a19..13bf87c3 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,6 @@
 
 <p align="center">
   <a href="https://github.com/PredixAI/predix/blob/main/LICENSE"><img src="https://img.shields.io/github/license/PredixAI/predix" alt="License"></a>
-  <a href="https://pypi.org/project/predix/"><img src="https://img.shields.io/pypi/v/predix" alt="PyPI"></a>
   <a href="https://github.com/PredixAI/predix/actions/workflows/ci.yml"><img src="https://github.com/PredixAI/predix/actions/workflows/ci.yml/badge.svg" alt="CI"></a>
   <a href="https://github.com/astral-sh/ruff"><img src="https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json" alt="Ruff"></a>
   <a href="https://github.com/PredixAI/predix/stargazers"><img src="https://img.shields.io/github/stars/PredixAI/predix" alt="Stars"></a>
@@ -59,72 +58,87 @@ All code in Predix is originally written and implemented independently. Predix e
 ### Quick Install
 
 ```bash
-# Install from PyPI
-pip install predix
-
-# Or install from source
+# Clone repository
 git clone https://github.com/PredixAI/predix
 cd predix
-pip install -e .
-```
 
-### Development Setup
-
-```bash
 # Create conda environment
 conda create -n predix python=3.10
 conda activate predix
 
-# Install in editable mode with dev dependencies
-make dev
+# Install in editable mode
+pip install -e .[test,lint]
+```
+
+### Configuration
+
+1. **Create `.env` file:**
+```bash
+# Local LLM (llama.cpp)
+OPENAI_API_KEY=local
+OPENAI_API_BASE=http://localhost:8081/v1
+CHAT_MODEL=qwen3.5-35b
+
+# Embedding (Ollama)
+LITELLM_PROXY_API_KEY=local
+LITELLM_PROXY_API_BASE=http://localhost:11434/v1
+EMBEDDING_MODEL=nomic-embed-text
+
+# Paths
+QLIB_DATA_DIR=~/.qlib/qlib_data/eurusd_1min_data
+```
+
+2. **Start LLM server (llama.cpp):**
+```bash
+~/llama.cpp/build/bin/llama-server \
+  --model ~/models/qwen3.5/Qwen3.5-35B-A3B-Q3_K_M.gguf \
+  --n-gpu-layers 36 \
+  --ctx-size 80000 \
+  --port 8081
 ```
 
 ---
 
 ## Quick Start
 
-### 1. Health Check
-
-Verify your environment is properly configured:
+### 1. Run Trading Loop
 
 ```bash
-rdagent health_check --no-check-env
-```
+# Activate conda environment
+conda activate predix
 
-### 2. Configure LLM Backend
-
-Create a `.env` file in your project root:
-
-```bash
-# Example: OpenAI configuration
-cat << EOF > .env
-CHAT_MODEL=gpt-4o
-EMBEDDING_MODEL=text-embedding-3-small
-OPENAI_API_BASE=https://api.openai.com/v1
-OPENAI_API_KEY=your-api-key-here
-EOF
-```
-
-**Alternative providers:**
-
-- **Azure OpenAI**: Set `AZURE_API_KEY`, `AZURE_API_BASE`, `AZURE_API_VERSION`
-- **DeepSeek**: Use `CHAT_MODEL=deepseek/deepseek-chat` with `DEEPSEEK_API_KEY`
-- **SiliconFlow (embedding)**: Use `EMBEDDING_MODEL=litellm_proxy/BAAI/bge-m3`
-
-### 3. Run Quantitative Trading Loop
-
-```bash
-# Full factor & model co-evolution
+# Start EURUSD trading loop
 rdagent fin_quant
 
-# Factor-only evolution
-rdagent fin_factor
-
-# Model-only evolution
-rdagent fin_model
+# With options
+rdagent fin_quant --loop-n 5 --step-n 2
 ```
 
-### 4. Monitor Results
+### 2. Monitor Results
+
+```bash
+# Start the UI dashboard
+rdagent server_ui --port 19899 --log-dir git_ignore_folder/RD-Agent_workspace/
+
+# Or open in browser
+# http://127.0.0.1:19899
+```
+
+### 3. Loop Continuously
+
+To run the trading loop continuously with auto-restart:
+
+```bash
+# Simple loop
+while true; do
+    rdagent fin_quant
+    sleep 5
+done
+```
+
+---
+
+## Configuration
 
 ```bash
 # Start the UI dashboard
diff --git a/start_loop.sh b/start_loop.sh
deleted file mode 100755
index 11b25ec9..00000000
--- a/start_loop.sh
+++ /dev/null
@@ -1,57 +0,0 @@
-#!/bin/bash
-# Start EURUSD Trading in Endlosschleife mit Auto-Restart
-# Verwendung: ./start_loop.sh
-
-set -e
-
-LOG_FILE=~/Predix/fin_quant.log
-
-echo "============================================================"
-echo "  Predix EURUSD Trading - Endlosschleife mit Auto-Restart"
-echo "============================================================"
-echo ""
-echo "Log-Datei: $LOG_FILE"
-echo ""
-echo "Dashboard Optionen:"
-echo "  Web:  rdagent fin_quant --with-dashboard"
-echo "  CLI:  rdagent fin_quant --cli-dashboard"
-echo ""
-echo "Stoppen mit: Ctrl+C"
-echo "============================================================"
-echo ""
-
-# Conda Environment aktivieren
-if [ -f ~/miniconda3/etc/profile.d/conda.sh ]; then
-    source ~/miniconda3/etc/profile.d/conda.sh
-    conda activate rdagent
-    echo "✓ Conda Environment 'rdagent' aktiviert"
-else
-    echo "⚠️  Conda nicht gefunden..."
-fi
-
-echo ""
-echo "Starte Endlosschleife..."
-echo ""
-
-cd /home/nico/Predix
-
-while true; do
-    echo "=== START: $(date) ===" >> $LOG_FILE
-    echo ""
-    echo "╔════════════════════════════════════════════════════════╗"
-    echo "║  🚀 START: $(date +"%Y-%m-%d %H:%M:%S")                      ║"
-    echo "╚════════════════════════════════════════════════════════╝"
-    echo ""
-    
-    dotenv run -- rdagent fin_quant 2>&1 | tee -a $LOG_FILE
-    
-    echo ""
-    echo "╔════════════════════════════════════════════════════════╗"
-    echo "║  ⏸️  RESTART: $(date +"%Y-%m-%d %H:%M:%S")                    ║"
-    echo "╚════════════════════════════════════════════════════════╝"
-    echo "=== RESTART: $(date) ===" >> $LOG_FILE
-    echo ""
-    echo "Warte 5 Sekunden vor Neustart..."
-    echo ""
-    sleep 5
-done