diff --git a/.container/Dockerfile b/.container/Dockerfile
index d055697..af08c65 100644
--- a/.container/Dockerfile
+++ b/.container/Dockerfile
@@ -1,107 +1,57 @@
-# 使用ARG定义可配置的构建参数 | Using ARG to define configurable build parameters
-ARG PYTHON_VERSION=3.10
-ARG PIP_INDEX_URL=https://pypi.tuna.tsinghua.edu.cn/simple
-ARG PLAYWRIGHT_DOWNLOAD_HOST=https://npmmirror.com/mirrors/playwright
+FROM python:3.10-slim
 
-# 第一阶段：构建依赖 | Stage 1: Build dependencies
-FROM python:${PYTHON_VERSION}-slim AS builder
+# 设置环境变量
+ENV PYTHONDONTWRITEBYTECODE=1 \
+    PYTHONUNBUFFERED=1 \
+    PIP_NO_CACHE_DIR=0 \
+    PIP_INDEX_URL=https://pypi.tuna.tsinghua.edu.cn/simple \
+    PLAYWRIGHT_DOWNLOAD_HOST=https://npmmirror.com/mirrors/playwright \
+    PLAYWRIGHT_BROWSERS_PATH=/root/.cache/ms-playwright \
+    DEBIAN_FRONTEND=noninteractive
 
-# 设置工作目录 | Set working directory
-WORKDIR /build
-
-# 设置pip镜像源以加速下载 | Set pip mirror to accelerate downloads
-ARG PIP_INDEX_URL
-RUN pip config set global.index-url ${PIP_INDEX_URL}
-
-# 安装构建依赖 | Install build dependencies
-RUN apt-get update && apt-get install -y --no-install-recommends \
-    build-essential \
-    && apt-get clean \
-    && rm -rf /var/lib/apt/lists/*
-
-# 复制并安装requirements.txt | Copy and install requirements.txt
-COPY requirements.txt .
-RUN pip install --no-cache-dir --prefix=/install -r requirements.txt
-
-# 第二阶段：运行时环境 | Stage 2: Runtime environment
-FROM python:${PYTHON_VERSION}-slim
-
-# 添加构建信息标签 | Add build information labels
-ARG BUILD_DATE
-ARG VERSION
-LABEL org.opencontainers.image.created="${BUILD_DATE}" \
-      org.opencontainers.image.version="${VERSION}" \
-      org.opencontainers.image.title="OWL Project" \
-      org.opencontainers.image.description="OWL Project Docker Image" \
-      org.opencontainers.image.source="https://github.com/yourusername/owl"
-
-# 设置工作目录 | Set working directory
+# 设置工作目录
 WORKDIR /app
 
-# 设置pip镜像源以加速下载 | Set pip mirror to accelerate downloads
-ARG PIP_INDEX_URL
-RUN pip config set global.index-url ${PIP_INDEX_URL}
-
-# 从builder阶段复制已安装的Python包 | Copy installed Python packages from builder stage
-COPY --from=builder /install /usr/local
-
-# 优化apt安装，减少层数 | Optimize apt installation, reduce layers
+# 安装系统依赖（合并为一个RUN命令减少层数）
 RUN apt-get update && apt-get install -y --no-install-recommends \
-    curl \
-    git \
-    ffmpeg \
-    libsm6 \
-    libxext6 \
-    # 添加xvfb和相关依赖 | Add xvfb and related dependencies
-    xvfb \
-    xauth \
-    x11-utils \
+    curl git ffmpeg libsm6 libxext6 xvfb xauth x11-utils \
+    gcc python3-dev \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/*
 
-# 安装 Playwright 依赖（使用国内镜像源） | Install Playwright dependencies (using Chinese mirror)
-ENV PLAYWRIGHT_BROWSERS_PATH=/root/.cache/ms-playwright
-ARG PLAYWRIGHT_DOWNLOAD_HOST
-ENV PLAYWRIGHT_DOWNLOAD_HOST=${PLAYWRIGHT_DOWNLOAD_HOST}
-RUN pip install --no-cache-dir playwright && \
-    playwright install --with-deps chromium
+COPY pyproject.toml .
+# 创建README.md文件以避免构建错误
+RUN echo "# OWL Project\n\n这是OWL项目的Docker环境。" > README.md
+# 安装uv工具
+RUN pip install uv
 
-# 创建非root用户 | Create non-root user
-RUN groupadd -r owl && useradd -r -g owl -m owl
+# 创建虚拟环境并安装依赖
+RUN uv venv .venv --python=3.10 && \
+    . .venv/bin/activate && \
+    uv pip install -e .
 
-# 复制项目文件 | Copy project files
+
+# 复制项目文件
 COPY owl/ ./owl/
 COPY licenses/ ./licenses/
 COPY assets/ ./assets/
 COPY README.md .
 COPY README_zh.md .
 
-
-# 创建启动脚本 | Create startup script
+# 创建启动脚本
 RUN echo '#!/bin/bash\nxvfb-run --auto-servernum --server-args="-screen 0 1280x960x24" python "$@"' > /usr/local/bin/xvfb-python && \
     chmod +x /usr/local/bin/xvfb-python
 
-# 创建欢迎脚本 | Create welcome script
+# 创建欢迎脚本
 RUN echo '#!/bin/bash\necho "欢迎使用OWL项目Docker环境！"\necho "Welcome to OWL Project Docker environment!"\necho ""\necho "可用的脚本 | Available scripts:"\nls -1 *.py | grep -v "__" | sed "s/^/- /"\necho ""\necho "运行示例 | Run examples:"\necho "  xvfb-python run.py                     # 运行默认脚本 | Run default script"\necho "  xvfb-python run_deepseek_example.py      # 运行DeepSeek示例 | Run DeepSeek example"\necho ""\necho "或者使用自定义查询 | Or use custom query:"\necho "  xvfb-python run.py \"你的问题 | Your question\""\necho ""' > /usr/local/bin/owl-welcome && \
     chmod +x /usr/local/bin/owl-welcome
 
-# 设置工作目录 | Set working directory
+# 设置工作目录
 WORKDIR /app/owl
 
-# 设置适当的权限 | Set appropriate permissions
-RUN chown -R owl:owl /app
-RUN mkdir -p /root/.cache && chown -R owl:owl /root/.cache
-RUN chmod 644 /app/owl/.env
-
-
-USER owl
-# 切换到非root用户 | Switch to non-root user
-# 注意：如果需要访问/dev/shm，可能仍需要root用户 | Note: If you need to access /dev/shm, you may still need root user
-# USER owl
-
-# 添加健康检查 | Add health check
+# 添加健康检查
 HEALTHCHECK --interval=30s --timeout=10s --start-period=5s --retries=3 \
     CMD python -c "import sys; sys.exit(0 if __import__('os').path.exists('/app/owl') else 1)"
 
-# 容器启动命令 | Container startup command
+# 容器启动命令
 CMD ["/bin/bash", "-c", "owl-welcome && /bin/bash"]
\ No newline at end of file
diff --git a/.container/docker-compose.yml b/.container/docker-compose.yml
index 8b2969f..21048d4 100644
--- a/.container/docker-compose.yml
+++ b/.container/docker-compose.yml
@@ -3,47 +3,29 @@ services:
     build:
       context: ..
       dockerfile: .container/Dockerfile
-      args:
-        # 构建参数 | Build arguments
-        BUILDKIT_INLINE_CACHE: 1
-      # 使用BuildKit加速构建 | Use BuildKit to accelerate build
-      cache_from:
-        - python:3.10-slim
     volumes:
-      # 挂载.env文件，方便配置API密钥 | Mount .env file for easy API key configuration
+      # 挂载.env文件，方便配置API密钥
       - ../owl/.env:/app/owl/.env
-      # 可选：挂载数据目录 | Optional: Mount data directory
+      # 挂载数据目录
       - ./data:/app/data
-      # 挂载缓存目录，避免重复下载 | Mount cache directories to avoid repeated downloads
-      - playwright-cache:/root/.cache/ms-playwright
-      - pip-cache:/root/.pip/cache
+      # 挂载缓存目录，避免重复下载
+      - ~/.cache/pip:/root/.pip/cache
+      - ~/.cache/playwright:/root/.cache/ms-playwright
     environment:
-      # 可以在这里设置环境变量，覆盖.env文件中的设置 | Set environment variables here to override settings in .env file
       - OPENAI_API_KEY=${OPENAI_API_KEY}
-      # 添加显示相关的环境变量 | Add display-related environment variables
       - DISPLAY=:99
-      - PLAYWRIGHT_BROWSERS_PATH=/root/.cache/ms-playwright
-      # 设置Python不生成.pyc文件，减少磁盘IO | Set Python to not generate .pyc files, reduce disk IO
       - PYTHONDONTWRITEBYTECODE=1
-      # 设置Python不缓冲输出，方便查看日志 | Set Python to not buffer output for easier log viewing
       - PYTHONUNBUFFERED=1
-      # 设置终端颜色 | Set terminal color
       - TERM=xterm-256color
-      # 启用pip缓存 | Enable pip cache
-      - PIP_CACHE_DIR=/root/.pip/cache
     ports:
-      # 如果项目有Web界面，可以映射端口 | If the project has a web interface, map ports
       - "8000:8000"
-    # 使用交互模式运行容器 | Run container in interactive mode
     stdin_open: true
     tty: true
-    # 添加共享内存大小，提高浏览器性能 | Add shared memory size to improve browser performance
     shm_size: 2gb
-    # 设置资源限制 | Set resource limits
+    # 简化资源限制
     deploy:
       resources:
         limits:
-          cpus: '2'
           memory: 4G
 
 # 定义持久化卷，用于缓存 | Define persistent volumes for caching
diff --git a/.container/run_in_docker.bat b/.container/run_in_docker.bat
index 355a728..9e74c66 100644
--- a/.container/run_in_docker.bat
+++ b/.container/run_in_docker.bat
@@ -165,7 +165,10 @@ REM 在容器中运行指定的脚本，传递查询参数
 REM Run the specified script in container, passing query parameter
 echo 在Docker容器中使用!PYTHON_CMD!运行脚本...
 echo Running script in Docker container using !PYTHON_CMD!...
-%COMPOSE_CMD% exec -T !SERVICE_NAME! !PYTHON_CMD! !SCRIPT_NAME! "!QUERY!"
+
+REM 修改执行命令，按照README中的方式执行
+REM Modify execution command according to README
+%COMPOSE_CMD% exec -T !SERVICE_NAME! bash -c "cd .. && source .venv/bin/activate && cd owl && !PYTHON_CMD! !SCRIPT_NAME! \"!QUERY!\""
 
 if errorlevel 0 (
     echo 查询完成！
diff --git a/.container/run_in_docker.sh b/.container/run_in_docker.sh
index 5709b11..76926a8 100755
--- a/.container/run_in_docker.sh
+++ b/.container/run_in_docker.sh
@@ -36,13 +36,13 @@ else
 fi
 
 # 检查脚本是否存在 | Check if the script exists
-if [ ! -f "owl/$SCRIPT_NAME" ]; then
-    echo "错误 | Error: 脚本 | Script 'owl/$SCRIPT_NAME' 不存在 | does not exist"
+if [ ! -f "../owl/$SCRIPT_NAME" ]; then
+    echo "错误 | Error: 脚本 | Script '../owl/$SCRIPT_NAME' 不存在 | does not exist"
     echo "可用的脚本有 | Available scripts:"
     if [[ "$OS_TYPE" == MINGW* ]] || [[ "$OS_TYPE" == CYGWIN* ]] || [[ "$OS_TYPE" == MSYS* ]]; then
-        find owl -name "*.py" | grep -v "__" | sed 's/\\/\//g'
+        find ../owl -name "*.py" | grep -v "__" | sed 's/\\/\//g'
     else
-        ls -1 owl/*.py | grep -v "__"
+        ls -1 ../owl/*.py | grep -v "__"
     fi
     exit 1
 fi
@@ -51,8 +51,8 @@ echo "使用脚本 | Using script: $SCRIPT_NAME"
 echo "查询内容 | Query content: $QUERY"
 
 # 从docker-compose.yml获取服务名称（如果文件存在） | Get service name from docker-compose.yml (if file exists)
-if [ -f ".container/docker-compose.yml" ]; then
-    DETECTED_SERVICE=$(grep -E "^  [a-zA-Z0-9_-]*:" .container/docker-compose.yml | head -1 | sed 's/^  \(.*\):.*/\1/')
+if [ -f "docker-compose.yml" ]; then
+    DETECTED_SERVICE=$(grep -E "^  [a-zA-Z0-9_-]*:" docker-compose.yml | head -1 | sed 's/^  \(.*\):.*/\1/')
     if [ ! -z "$DETECTED_SERVICE" ]; then
         SERVICE_NAME="$DETECTED_SERVICE"
         echo "从docker-compose.yml检测到服务名称 | Detected service name from docker-compose.yml: $SERVICE_NAME"
@@ -119,11 +119,11 @@ echo "在Docker容器中使用 $PYTHON_CMD 运行脚本... | Running script in D
 # 根据操作系统类型执行不同的命令 | Execute different commands based on operating system type
 if [[ "$OS_TYPE" == MINGW* ]] || [[ "$OS_TYPE" == CYGWIN* ]] || [[ "$OS_TYPE" == MSYS* ]]; then
     # Windows可能需要特殊处理引号 | Windows may need special handling for quotes
-    winpty $COMPOSE_CMD exec -T $SERVICE_NAME $PYTHON_CMD $SCRIPT_NAME "$QUERY"
+    winpty $COMPOSE_CMD exec -T $SERVICE_NAME bash -c "cd .. && source .venv/bin/activate && cd owl && $PYTHON_CMD $SCRIPT_NAME \"$QUERY\""
     RESULT=$?
 else
     # macOS 或 Linux | macOS or Linux
-    $COMPOSE_CMD exec -T $SERVICE_NAME $PYTHON_CMD $SCRIPT_NAME "$QUERY"
+    $COMPOSE_CMD exec -T $SERVICE_NAME bash -c "cd .. && source .venv/bin/activate && cd owl && $PYTHON_CMD $SCRIPT_NAME \"$QUERY\""
     RESULT=$?
 fi
 
diff --git a/README.md b/README.md
index 6259e05..4dcab72 100644
--- a/README.md
+++ b/README.md
@@ -261,9 +261,14 @@ cp owl/.env_template owl/.env
 
 # Option 1: Using docker-compose directly
 cd .container
+
 docker-compose up -d
+
 # Run OWL inside the container
-docker-compose exec owl bash -c "xvfb-python run.py"
+docker-compose exec owl bash -c "cd .. && source .venv/bin/activate && cd owl"
+
+#run example demo script
+xvfb-python run.py
 
 # Option 2: Build and run using the provided scripts
 cd .container
diff --git a/README_zh.md b/README_zh.md
index 58e45d9..c2a4d82 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -257,9 +257,13 @@ cp owl/.env_template owl/.env
 
 # 选项1：直接使用docker-compose
 cd .container
+
 docker-compose up -d
+
 # 在容器中运行OWL
-docker-compose exec owl bash -c "xvfb-python run.py"
+docker-compose exec owl bash -c "cd .. && source .venv/bin/activate && cd owl"
+
+xvfb-python run.py
 
 # 选项2：使用提供的脚本构建和运行
 cd .container