diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 7dbf91c3..d893b32a 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -63,10 +63,32 @@ jobs:
             type=semver,pattern={{version}}
             type=ref,event=branch
 
+      - name: Cache buildkit
+        uses: actions/cache@v4
+        id: cache
+        with:
+          path: |
+            var-cache-apt
+            var-lib-apt
+            root-cache-uv
+          key: cache-${{ hashFiles('docker/noneflow.dockerfile') }}
+
+      - name: Inject cache into docker
+        uses: reproducible-containers/buildkit-cache-dance@v3.1.2
+        with:
+          cache-map: |
+            {
+              "var-cache-apt": "/var/cache/apt",
+              "var-lib-apt": "/var/lib/apt",
+              "root-cache-uv": "/root/.cache/uv"
+            }
+          skip-extraction: ${{ steps.cache.outputs.cache-hit }}
+
       - name: Build and Publish
         uses: docker/build-push-action@v6
         with:
           context: .
+          file: ./docker/noneflow.dockerfile
           push: ${{ github.event_name != 'pull_request' }}
           tags: ${{ steps.metadata.outputs.tags }}
           labels: ${{ steps.metadata.outputs.labels }}
@@ -101,11 +123,32 @@ jobs:
             type=semver,pattern={{version}}
             type=ref,event=branch
 
+      - name: Cache buildkit
+        uses: actions/cache@v4
+        id: cache
+        with:
+          path: |
+            var-cache-apt
+            var-lib-apt
+            root-cache-uv
+          key: cache-${{ hashFiles('docker/nonetest.dockerfile') }}
+
+      - name: Inject cache into docker
+        uses: reproducible-containers/buildkit-cache-dance@v3.1.2
+        with:
+          cache-map: |
+            {
+              "var-cache-apt": "/var/cache/apt",
+              "var-lib-apt": "/var/lib/apt",
+              "root-cache-uv": "/root/.cache/uv"
+            }
+          skip-extraction: ${{ steps.cache.outputs.cache-hit }}
+
       - name: Build and Publish
         uses: docker/build-push-action@v6
         with:
           context: .
-          file: ./src/providers/docker_test/Dockerfile
+          file: ./docker/nonetest.dockerfile
           push: ${{ github.event_name != 'pull_request' }}
           tags: ${{ steps.metadata.outputs.tags }}
           labels: ${{ steps.metadata.outputs.labels }}
diff --git a/Dockerfile b/Dockerfile
deleted file mode 100644
index ae029cc0..00000000
--- a/Dockerfile
+++ /dev/null
@@ -1,21 +0,0 @@
-FROM python:3.13.1-slim
-COPY --from=ghcr.io/astral-sh/uv:0.5.11 /uv /bin/uv
-
-# 设置时区
-ENV TZ=Asia/Shanghai
-
-# 安装依赖
-RUN apt-get update \
-  && apt-get -y upgrade \
-  && apt-get install -y --no-install-recommends git \
-  && apt-get purge -y --auto-remove \
-  && rm -rf /var/lib/apt/lists/*
-
-# Python 依赖
-COPY pyproject.toml uv.lock /app/
-RUN uv sync --project /app/ --no-dev --frozen --compile-bytecode
-
-COPY bot.py .env /app/
-COPY src /app/src/
-
-CMD ["uv", "run", "--project", "/app/", "--no-dev", "/app/bot.py"]
diff --git a/docker/noneflow.dockerfile b/docker/noneflow.dockerfile
new file mode 100644
index 00000000..aa06697f
--- /dev/null
+++ b/docker/noneflow.dockerfile
@@ -0,0 +1,34 @@
+# 这样能分别控制 uv 和 Python 版本
+FROM python:3.13.1-slim
+COPY --from=ghcr.io/astral-sh/uv:0.5.11 /uv /bin/uv
+
+# 设置时区
+ENV TZ=Asia/Shanghai
+
+# 启用字节码编译，加速 NoneFlow 启动
+ENV UV_COMPILE_BYTECODE=1
+
+# 在不更新 uv.lock 文件的情况下运行
+ENV UV_FROZEN=1
+
+# 从缓存中复制而不是链接，因为缓存是挂载的
+ENV UV_LINK_MODE=copy
+
+# 安装依赖
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
+  --mount=type=cache,target=/var/lib/apt,sharing=locked \
+  apt update && apt-get --no-install-recommends install -y git
+
+# Python 依赖
+COPY pyproject.toml uv.lock /app/
+RUN --mount=type=cache,target=/root/.cache/uv \
+  uv sync --project /app/ --no-dev
+
+# 将可执行文件放在环境的路径前面
+ENV PATH="/app/.venv/bin:$PATH"
+
+# NoneFlow 本体
+COPY bot.py .env /app/
+COPY src /app/src/
+
+CMD ["uv", "run", "--project", "/app/", "--no-dev", "/app/bot.py"]
diff --git a/docker/nonetest.dockerfile b/docker/nonetest.dockerfile
new file mode 100644
index 00000000..9db4b890
--- /dev/null
+++ b/docker/nonetest.dockerfile
@@ -0,0 +1,40 @@
+# 这样能分别控制 uv 和 Python 版本
+FROM python:3.13.1-slim
+COPY --from=ghcr.io/astral-sh/uv:0.5.11 /uv /bin/uv
+
+WORKDIR /app
+
+# 设置时区
+ENV TZ=Asia/Shanghai
+
+# 启用字节码编译，加速 NoneFlow 启动
+ENV UV_COMPILE_BYTECODE=1
+
+# 在不更新 uv.lock 文件的情况下运行
+ENV UV_FROZEN=1
+
+# 从缓存中复制而不是链接，因为缓存是挂载的
+ENV UV_LINK_MODE=copy
+
+# OpenCV 所需的依赖
+RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
+  --mount=type=cache,target=/var/lib/apt,sharing=locked \
+  apt update && apt-get install -y ffmpeg libsm6 libxext6
+
+# 插件测试需要 Poetry
+ENV PATH="${PATH}:/root/.local/bin"
+RUN --mount=type=cache,target=/root/.cache/uv \
+  uv tool install poetry
+
+# Python 依赖
+COPY pyproject.toml uv.lock /app/
+RUN --mount=type=cache,target=/root/.cache/uv \
+  uv sync --project /app/ --no-dev
+
+# 将可执行文件放在环境的路径前面
+ENV PATH="/app/.venv/bin:$PATH"
+
+# NoneFlow 本体
+COPY src /app/src/
+
+CMD ["uv", "run", "--project", "/app/", "--no-dev", "-m", "src.providers.docker_test"]
diff --git a/src/providers/docker_test/Dockerfile b/src/providers/docker_test/Dockerfile
deleted file mode 100644
index ca7e99f1..00000000
--- a/src/providers/docker_test/Dockerfile
+++ /dev/null
@@ -1,26 +0,0 @@
-FROM python:3.13.1
-COPY --from=ghcr.io/astral-sh/uv:0.5.11 /uv /bin/uv
-
-WORKDIR /app
-
-# 设置时区
-ENV TZ=Asia/Shanghai
-
-# OpenCV 所需的依赖
-RUN apt-get update \
-  && apt-get -y upgrade \
-  && apt-get install ffmpeg libsm6 libxext6 -y \
-  && apt-get purge -y --auto-remove \
-  && rm -rf /var/lib/apt/lists/*
-
-# 插件测试需要 Poetry
-ENV PATH="${PATH}:/root/.local/bin"
-RUN uv tool install poetry
-
-# Python 依赖
-COPY pyproject.toml uv.lock /app/
-RUN uv sync --project /app/ --no-dev --frozen --compile-bytecode
-
-COPY src /app/src/
-
-CMD ["uv", "run", "--project", "/app/", "--no-dev", "-m", "src.providers.docker_test"]