diff --git a/docs/sphinx_doc/en/source/tutorial/206-prompt.md b/docs/sphinx_doc/en/source/tutorial/206-prompt.md
index cfe3a6015..52a4800bf 100644
--- a/docs/sphinx_doc/en/source/tutorial/206-prompt.md
+++ b/docs/sphinx_doc/en/source/tutorial/206-prompt.md
@@ -241,11 +241,11 @@ messages as input. The message must obey the following rules (updated in
 
 #### Prompt Strategy
 
-Given a list of messages, we will parse each message as follows:
-
-- `Msg`:  Fill the `role` and `content` fields directly. If it has an `url`
-  field, which refers to an image, we will add it to the message.
-- `List`: Parse each element in the list according to the above rules.
+- If the role field of the first input message is `"system"`,
+it will be treated as system prompt and the other messages will consist
+dialogue history in the system message prefixed by "## Dialogue History".
+- If the `url` attribute of messages is not `None`, we will gather all urls in
+the `images" field in the returned dictionary.
 
 ```python
 from agentscope.models import OllamaChatWrapper
@@ -269,8 +269,8 @@ print(prompt)
 ```bash
 [
   {
-    "role": "system", 
-    "content": "You are a helpful assistant\n\n## Dialogue History\nBob: Hi.\nAlice: Nice to meet you!", 
+    "role": "system",
+    "content": "You are a helpful assistant\n\n## Dialogue History\nBob: Hi.\nAlice: Nice to meet you!",
     "images": ["https://example.com/image.jpg"]
   },
 ]
diff --git a/docs/sphinx_doc/zh_CN/source/tutorial/206-prompt.md b/docs/sphinx_doc/zh_CN/source/tutorial/206-prompt.md
index 8d50d945f..d77fb673a 100644
--- a/docs/sphinx_doc/zh_CN/source/tutorial/206-prompt.md
+++ b/docs/sphinx_doc/zh_CN/source/tutorial/206-prompt.md
@@ -211,8 +211,10 @@ print(prompt)
 
 给定一个消息列表，我们将按照以下规则解析每个消息：
 
-- `Msg`：直接填充`role`和`content`字段。如果它有一个`url`字段，指向一个图片，我们将把它添加到消息中。
-- `List`：根据上述规则解析列表中的每个元素。
+- 如果输入的第一条信息的`role`字段是`"system"`，该条信息将被视为系统提示（system
+ prompt），其他信息将一起组成对话历史。对话历史将添加`"## Dialogue History"`的前缀，并与
+系统提示一起组成一条`role`为`"system"`的信息。
+- 如果输入信息中的`url`字段不为`None`，则这些url将一起被置于`"images"`对应的键值中。
 
 ```python
 from agentscope.models import OllamaChatWrapper
@@ -236,8 +238,8 @@ print(prompt)
 ```bash
 [
   {
-    "role": "system", 
-    "content": "You are a helpful assistant\n\n## Dialogue History\nBob: Hi.\nAlice: Nice to meet you!", 
+    "role": "system",
+    "content": "You are a helpful assistant\n\n## Dialogue History\nBob: Hi.\nAlice: Nice to meet you!",
     "images": ["https://example.com/image.jpg"]
   },
 ]
diff --git a/src/agentscope/models/ollama_model.py b/src/agentscope/models/ollama_model.py
index ba854f514..1c38d3b8b 100644
--- a/src/agentscope/models/ollama_model.py
+++ b/src/agentscope/models/ollama_model.py
@@ -235,23 +235,25 @@ def format(
                 )
 
         # record dialog history as a list of strings
-        system_prompt = None
+        system_content_template = []
         dialogue = []
+        # TODO: here we default the url links to images
+        images = []
         for i, unit in enumerate(input_msgs):
             if i == 0 and unit.role == "system":
                 # system prompt
                 system_prompt = _convert_to_str(unit.content)
                 if not system_prompt.endswith("\n"):
                     system_prompt += "\n"
+                system_content_template.append(system_prompt)
             else:
                 # Merge all messages into a dialogue history prompt
                 dialogue.append(
                     f"{unit.name}: {_convert_to_str(unit.content)}",
                 )
 
-        system_content_template = []
-        if system_prompt is not None:
-            system_content_template.append("{system_prompt}")
+            if unit.url is not None:
+                images.append(unit.url)
 
         if len(dialogue) != 0:
             system_content_template.extend(
@@ -262,15 +264,17 @@ def format(
 
         system_content_template = "\n".join(system_content_template)
 
-        return [
-            {
-                "role": "system",
-                "content": system_content_template.format(
-                    system_prompt=system_prompt,
-                    dialogue_history=dialogue_history,
-                ),
-            },
-        ]
+        system_message = {
+            "role": "system",
+            "content": system_content_template.format(
+                dialogue_history=dialogue_history,
+            ),
+        }
+
+        if len(images) != 0:
+            system_message["images"] = images
+
+        return [system_message]
 
 
 class OllamaEmbeddingWrapper(OllamaWrapperBase):
diff --git a/tests/format_test.py b/tests/format_test.py
index 3226deab4..42df7b960 100644
--- a/tests/format_test.py
+++ b/tests/format_test.py
@@ -84,9 +84,16 @@ def test_ollama_chat(self) -> None:
 
         # correct format
         ground_truth = [
-            {"role": "system", "content": "You are a helpful assistant"},
-            {"role": "user", "content": "What is the weather today?"},
-            {"role": "assistant", "content": "It is sunny today"},
+            {
+                "role": "system",
+                "content": (
+                    "You are a helpful assistant\n"
+                    "\n"
+                    "## Dialogue History\n"
+                    "user: What is the weather today?\n"
+                    "assistant: It is sunny today"
+                ),
+            },
         ]
         prompt = model.format(*self.inputs)  # type: ignore[arg-type]
         self.assertEqual(prompt, ground_truth)