diff --git a/frameworks/diffusers/0.33.0/Dockerfile b/frameworks/diffusers/0.33.0/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..9a923f67f8b5304d438d4abd2b8486c888c5ce6a
--- /dev/null
+++ b/frameworks/diffusers/0.33.0/Dockerfile
@@ -0,0 +1,32 @@
+FROM opencloudos/opencloudos9-cuda-devel:12.8
+
+LABEL maintainer="OpenCloudOS Community"
+LABEL org.opencontainers.image.source="https://gitee.com/OpenCloudOS/ai-agent-container"
+LABEL org.opencontainers.image.description="Diffusers (GPU) on OpenCloudOS 9"
+
+# 安装 Python 3.11 及依赖
+RUN dnf install -y \
+    python3.11 \
+    python3.11-pip \
+    && dnf clean all \
+    && rm -rf /var/cache/yum/* \
+    && ln -sf /usr/bin/python3.11 /usr/bin/python3
+
+# 安装 diffusers 及常用的 GPU 依赖
+RUN pip3.11 install --no-cache-dir uv \
+    && uv pip install --no-cache-dir \
+        diffusers==0.33.0 \
+        torch \
+        torchvision \
+        torchaudio \
+        accelerate \
+        'transformers<4.48.0' \
+        safetensors \
+        --system
+
+# 设置 GPU 环境变量
+ENV NVIDIA_VISIBLE_DEVICES=all
+
+RUN echo $(date +"%Y-%m-%dT%H:%M:%S%z") > /opencloudos_build_date.txt
+
+CMD ["python3.11"]
diff --git a/frameworks/diffusers/0.33.0/README.md b/frameworks/diffusers/0.33.0/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..63d183dd36a1db85dd74da05bd69f7b60b434114
--- /dev/null
+++ b/frameworks/diffusers/0.33.0/README.md
@@ -0,0 +1,48 @@
+# Diffusers on OpenCloudOS 9
+
+## 基本信息
+- **框架版本**：v0.33.0
+- **基础镜像**：opencloudos/opencloudos9-cuda-devel:12.8
+- **Python 版本**：3.11
+- **CUDA 版本**：12.8
+
+## 构建
+
+```bash
+docker build -t oc9-diffusers:0.33.0 .
+```
+
+## 使用示例
+
+```bash
+# 验证 diffusers 版本
+docker run --rm --gpus all oc9-diffusers:0.33.0 python3 -c "import diffusers; print(diffusers.__version__)"
+
+# 验证 CUDA 可用性
+docker run --rm --gpus all oc9-diffusers:0.33.0 python3 -c "import torch; print(torch.cuda.is_available())"
+
+# 快速推理示例（需要联网下载模型）
+docker run --rm --gpus all oc9-diffusers:0.33.0 python3 -c "
+from diffusers import DiffusionPipeline
+import torch
+pipe = DiffusionPipeline.from_pretrained('runwayml/stable-diffusion-v1-5', torch_dtype=torch.float16)
+pipe = pipe.to('cuda')
+print('Pipeline loaded on GPU')
+"
+```
+
+## 测试验证
+
+```bash
+# 执行测试脚本（需要 GPU 环境）
+bash test.sh oc9-diffusers:0.33.0
+```
+
+测试脚本会验证以下内容：
+- CUDA 环境是否可用
+- diffusers 是否正常导入
+- 核心组件（DiffusionPipeline、DDPMScheduler、UNet2DModel）是否可加载
+
+## 已知问题
+- 首次运行时需要联网下载模型权重，建议提前挂载本地模型缓存目录以加速启动。
+- diffusers 0.33.0 依赖 `transformers` 中已移除的 `FLAX_WEIGHTS_NAME`，需固定 `transformers<4.48.0` 以避免 ImportError。
diff --git a/frameworks/diffusers/0.33.0/build.conf b/frameworks/diffusers/0.33.0/build.conf
new file mode 100644
index 0000000000000000000000000000000000000000..eb9b980be29549fe7c53dc6aee0ebfb8e2328bd8
--- /dev/null
+++ b/frameworks/diffusers/0.33.0/build.conf
@@ -0,0 +1,4 @@
+# diffusers 0.33.0 on OpenCloudOS 9 (GPU)
+IMAGE_NAME=oc9-diffusers
+IMAGE_TAG=0.33.0
+GPU_TEST=true
diff --git a/frameworks/diffusers/0.33.0/test.sh b/frameworks/diffusers/0.33.0/test.sh
new file mode 100755
index 0000000000000000000000000000000000000000..56906f41919a239694db3567abd429c629f3ba7f
--- /dev/null
+++ b/frameworks/diffusers/0.33.0/test.sh
@@ -0,0 +1,30 @@
+#!/bin/bash
+set -e
+
+IMAGE="${1:?ERROR: 缺少镜像参数。用法: bash test.sh <image:tag>}"
+
+echo "=== GPU 镜像功能测试 ==="
+# 1. 验证 CUDA 环境
+echo -n "检查 CUDA... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import torch
+assert torch.cuda.is_available(), 'CUDA not available'
+print(f'GPU: {torch.cuda.get_device_name(0)}')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 2. 验证 diffusers 导入
+echo -n "检查 diffusers import... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+import diffusers
+print(diffusers.__version__)
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+# 3. 验证核心组件可用
+echo -n "检查 diffusers 核心组件... "
+docker run --rm --gpus all "$IMAGE" python3 -c "
+from diffusers import DiffusionPipeline, DDPMScheduler, UNet2DModel
+import torch
+print('核心组件加载正常')
+" && echo "✓ 通过" || { echo "✗ 失败"; exit 1; }
+
+echo "=== 所有测试通过 ==="