diff --git a/dsLightRag/ShiTi/Docx/SourceWithPhoto.jpg b/dsLightRag/ShiTi/Docx/SourceWithPhoto.jpg
new file mode 100644
index 00000000..c42ed73c
Binary files /dev/null and b/dsLightRag/ShiTi/Docx/SourceWithPhoto.jpg differ
diff --git a/dsLightRag/ShiTi/T1_UploadImage.py b/dsLightRag/ShiTi/T1_UploadImage.py
index 26b070ae..3fc603fa 100644
--- a/dsLightRag/ShiTi/T1_UploadImage.py
+++ b/dsLightRag/ShiTi/T1_UploadImage.py
@@ -8,7 +8,7 @@ ALY_ENDPOINT = 'https://oss-cn-hangzhou.aliyuncs.com'
 ALY_BUCKET_NAME = 'ylt'
 
 # 目标键值
-key = "HuangHai/Test/Source.jpg"
+key = "HuangHai/Test/SourceWithPhoto.jpg"
 
 def main():
     # 使用硬编码参数替换命令行参数
@@ -57,7 +57,7 @@ def main():
         key=args.key,
         progress_fn=_progress_fn,
     ),
-        r"D:\dsWork\dsProject\dsLightRag\ShiTi\Docx\Source.jpg",  # 指定本地文件路径
+        r"D:\dsWork\dsProject\dsLightRag\ShiTi\Docx\SourceWithPhoto.jpg",  # 指定本地文件路径
     )
 
     # 输出请求的结果状态码、请求ID、内容MD5、ETag、CRC64校验码和版本ID，用于检查请求是否成功
diff --git a/dsLightRag/ShiTi/T2_ImageToMd.py b/dsLightRag/ShiTi/T2_ImageToMd.py
index 2066762a..059980e1 100644
--- a/dsLightRag/ShiTi/T2_ImageToMd.py
+++ b/dsLightRag/ShiTi/T2_ImageToMd.py
@@ -1,5 +1,4 @@
 from openai import OpenAI
-from Util.LightRagUtil import format_exam_content
 from Config.Config import *
 
 # 一、调用OCR整理出试题
@@ -17,7 +16,7 @@ completion = client.chat.completions.create(
             "content": [
                 {
                     "type": "image_url",
-                    "image_url": "https://ylt.oss-cn-hangzhou.aliyuncs.com/HuangHai/Test/Source.jpg",
+                    "image_url": "https://ylt.oss-cn-hangzhou.aliyuncs.com/HuangHai/Test/SourceWithPhoto.jpg",
                     "min_pixels": 28 * 28 * 4,
                     "max_pixels": 28 * 28 * 8192
                 },
@@ -28,6 +27,33 @@ completion = client.chat.completions.create(
 
 ocr_text = completion.choices[0].message.content
 
-# 二、调用格式化函数处理内容
-format_exam_content(raw_text=ocr_text, output_path="../output/数学OCR整理后的结果.md")
+
+prompt = """
+    我将提供一份markdown格式的试卷，请帮我整理出每道题的以下内容：
+    1. 题目序号
+    2. 题目内容（自动识别并添加$或$$包裹数学公式）
+    3. 选项（如果有）
+    4. 答案
+    5. 解析
+
+    要求：
+    - 一道题一道题输出，不要使用表格
+    - 自动检测数学表达式并用$或$$正确包裹
+    - 确保公式中的特殊字符正确转义
+    - 除题目内容外，不要输出其它无关信息
+
+    内容如下：
+    """
+prompt += ocr_text
+completion = client.chat.completions.create(
+    model="deepseek-v3",
+    messages=[
+        {"role": "system", "content": "You are a helpful assistant."},
+        {"role": "user",
+         "content": prompt},
+    ],
+)
+print(completion.choices[0].message.content)
+with open("../output/数学OCR整理后的结果.md", "w", encoding="utf-8") as f:
+    f.write(completion.choices[0].message.content)
 print("保存成功！")
diff --git a/dsLightRag/Topic/JiHe/kv_store_llm_response_cache.json b/dsLightRag/Topic/JiHe/kv_store_llm_response_cache.json
index 7c992bd2..abfbd39c 100644
--- a/dsLightRag/Topic/JiHe/kv_store_llm_response_cache.json
+++ b/dsLightRag/Topic/JiHe/kv_store_llm_response_cache.json
@@ -151,6 +151,16 @@
       "embedding_min": null,
       "embedding_max": null,
       "original_prompt": "求证：在三角形ABC中，P为其内部任意一点。请证明：∠BPC > ∠A。"
+    },
+    "c66d70f780cadf26dbefdacbf2a5ba8d": {
+      "return": "{\"high_level_keywords\": [\"\\u4e09\\u89d2\\u5f62\", \"\\u51e0\\u4f55\\u8bc1\\u660e\", \"\\u89d2\\u5ea6\\u5173\\u7cfb\"], \"low_level_keywords\": [\"\\u4e09\\u89d2\\u5f62ABC\", \"\\u70b9P\", \"\\u2220BPC\", \"\\u2220A\"]}",
+      "cache_type": "keywords",
+      "chunk_id": null,
+      "embedding": null,
+      "embedding_shape": null,
+      "embedding_min": null,
+      "embedding_max": null,
+      "original_prompt": "在三角形ABC中，P为其内部任意一点。请证明：∠BPC > ∠A。"
     }
   }
 }
\ No newline at end of file