diff --git a/dsAi/.idea/.gitignore b/dsAi/.idea/.gitignore
new file mode 100644
index 00000000..a7cdac76
--- /dev/null
+++ b/dsAi/.idea/.gitignore
@@ -0,0 +1,8 @@
+# 默认忽略的文件
+/shelf/
+/workspace.xml
+# 基于编辑器的 HTTP 客户端请求
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
diff --git a/dsAi/.idea/compiler.xml b/dsAi/.idea/compiler.xml
new file mode 100644
index 00000000..f9b1efda
--- /dev/null
+++ b/dsAi/.idea/compiler.xml
@@ -0,0 +1,18 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="CompilerConfiguration">
+    <annotationProcessing>
+      <profile name="Maven default annotation processors profile" enabled="true">
+        <sourceOutputDir name="target/generated-sources/annotations" />
+        <sourceTestOutputDir name="target/generated-test-sources/test-annotations" />
+        <outputRelativeToContentRoot value="true" />
+        <module name="dsAi" />
+      </profile>
+    </annotationProcessing>
+  </component>
+  <component name="JavacSettings">
+    <option name="ADDITIONAL_OPTIONS_OVERRIDE">
+      <module name="dsAi" options="-parameters" />
+    </option>
+  </component>
+</project>
\ No newline at end of file
diff --git a/dsAi/.idea/encodings.xml b/dsAi/.idea/encodings.xml
new file mode 100644
index 00000000..a156f529
--- /dev/null
+++ b/dsAi/.idea/encodings.xml
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Encoding">
+    <file url="file://$PROJECT_DIR$/src/main/java" charset="UTF-8" />
+    <file url="file://$PROJECT_DIR$/src/main/resources" charset="UTF-8" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/dsAi/.idea/inspectionProfiles/Project_Default.xml b/dsAi/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 00000000..03d9549e
--- /dev/null
+++ b/dsAi/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="Eslint" enabled="true" level="WARNING" enabled_by_default="true" />
+  </profile>
+</component>
\ No newline at end of file
diff --git a/dsAi/.idea/inspectionProfiles/profiles_settings.xml b/dsAi/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 00000000..105ce2da
--- /dev/null
+++ b/dsAi/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/dsAi/.idea/jarRepositories.xml b/dsAi/.idea/jarRepositories.xml
new file mode 100644
index 00000000..e5a91823
--- /dev/null
+++ b/dsAi/.idea/jarRepositories.xml
@@ -0,0 +1,25 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="RemoteRepositoriesConfiguration">
+    <remote-repository>
+      <option name="id" value="central" />
+      <option name="name" value="Central Repository" />
+      <option name="url" value="https://repo.maven.apache.org/maven2" />
+    </remote-repository>
+    <remote-repository>
+      <option name="id" value="ali-maven" />
+      <option name="name" value="ali-maven" />
+      <option name="url" value="https://maven.aliyun.com/nexus/content/groups/public" />
+    </remote-repository>
+    <remote-repository>
+      <option name="id" value="central" />
+      <option name="name" value="Maven Central repository" />
+      <option name="url" value="https://repo1.maven.org/maven2" />
+    </remote-repository>
+    <remote-repository>
+      <option name="id" value="jboss.community" />
+      <option name="name" value="JBoss Community repository" />
+      <option name="url" value="https://repository.jboss.org/nexus/content/repositories/public/" />
+    </remote-repository>
+  </component>
+</project>
\ No newline at end of file
diff --git a/dsAi/.idea/misc.xml b/dsAi/.idea/misc.xml
new file mode 100644
index 00000000..158c04b5
--- /dev/null
+++ b/dsAi/.idea/misc.xml
@@ -0,0 +1,12 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ExternalStorageConfigurationManager" enabled="true" />
+  <component name="MavenProjectsManager">
+    <option name="originalFiles">
+      <list>
+        <option value="$PROJECT_DIR$/pom.xml" />
+      </list>
+    </option>
+  </component>
+  <component name="ProjectRootManager" version="2" languageLevel="JDK_21" default="true" project-jdk-name="21" project-jdk-type="JavaSDK" />
+</project>
\ No newline at end of file
diff --git a/dsAi/.idea/vcs.xml b/dsAi/.idea/vcs.xml
new file mode 100644
index 00000000..2e3f6920
--- /dev/null
+++ b/dsAi/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$/.." vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/dsAi/src/main/java/com/dsideal/Ai/Util/JiMeng/Doc/文档.md b/dsAi/src/main/java/com/dsideal/Ai/Util/JiMeng/Doc/文档.md
new file mode 100644
index 00000000..619442f4
--- /dev/null
+++ b/dsAi/src/main/java/com/dsideal/Ai/Util/JiMeng/Doc/文档.md
@@ -0,0 +1,28 @@
+### 火山引擎
+
+账号：18686619970
+密码：短信验证码
+
+![](https://dsideal.obs.cn-north-1.myhuaweicloud.com/HuangHai/BlogImages/%7Byear%7D/%7Bmonth%7D/%7Bmd5%7D.%7BextName%7D/20250815092042930.png)
+
+```
+// API访问凭证
+protected static final String ak="AKLTZjVlOGU1NzA1YWZkNDExMzkzYzY5YTNlOTRmMTMxODg"; // Access Key
+protected static final String sk="WkdabU9UTXdNVEJpTmpWbE5HVTJZVGxtTnpWbU5XSTBaRGN5TW1NMk5tRQ=="; // Secret Key
+```
+
+
+
+####  使用内容
+
+1. 即梦AI
+
+   https://www.volcengine.com/docs/85621/1544716
+
+   
+
+2. 视觉识别模型
+
+   开发拍照解题APP，推荐使用**doubao-seed-1-6-thinking（版本250715）** 或 **doubao-1-5-thinking-vision-pro（版本250428）**，二者均支持图像理解与深度推理，可精准解析题目并生成解题步骤。
+
+   
\ No newline at end of file
diff --git a/dsLightRag/Routes/Knowledge.py b/dsLightRag/Routes/Knowledge.py
index d8a78f38..f7058ddd 100644
--- a/dsLightRag/Routes/Knowledge.py
+++ b/dsLightRag/Routes/Knowledge.py
@@ -37,7 +37,7 @@ async def get_tree_data(request: fastapi.Request):
                 prerequisites = prerequisite_data
             else:
                 # 转换为新格式
-                prerequisites = [{{"id": str(id), "title": title}} for id, title in (prerequisite_data or [])] if prerequisite_data else None
+                prerequisites = [{"id": str(id), "title": title} for id, title in (prerequisite_data or [])] if prerequisite_data else None
 
             related_data = json.loads(row[5]) if row[5] else []
             # 转换相关知识格式
@@ -46,9 +46,9 @@ async def get_tree_data(request: fastapi.Request):
                 related = related_data
             else:
                 # 转换为新格式
-                related = [{{"id": str(id), "title": title}} for id, title in (related_data or [])] if related_data else None
+                related = [{"id": str(id), "title": title} for id, title in (related_data or [])] if related_data else None
 
-            node = {{
+            node = {
                 "id": row[0],
                 "title": row[1],
                 "parent_id": row[2],
@@ -56,7 +56,7 @@ async def get_tree_data(request: fastapi.Request):
                 "prerequisite": prerequisites,
                 "related": related,
                 "children": []
-            }}
+            }
             nodes[row[0]] = node
 
         # 构建树结构
@@ -71,9 +71,9 @@ async def get_tree_data(request: fastapi.Request):
                         nodes[parent_id]["children"] = []
                     nodes[parent_id]["children"].append(node)
 
-        return {{"code": 0, "data": tree_data}}
+        return {"code": 0, "data": tree_data}
     except Exception as e:
-        return {{"code": 1, "msg": str(e)}}
+        return {"code": 1, "msg": str(e)}
 
 # 更新知识节点接口
 @router.post("/update-knowledge")
@@ -96,7 +96,7 @@ async def update_knowledge(request: Request):
                                    WHERE id = $2
                                    """,
                                    json.dumps(
-                                       [{{"id": p["id"], "title": p["title"]}} for p in knowledge],
+                                       [{"id": p["id"], "title": p["title"]} for p in knowledge],
                                        ensure_ascii=False
                                    ),
                                    node_id)
@@ -107,11 +107,11 @@ async def update_knowledge(request: Request):
                                    WHERE id = $2
                                    """,
                                    json.dumps(
-                                       [{{"id": p["id"], "title": p["title"]}} for p in knowledge],
+                                       [{"id": p["id"], "title": p["title"]} for p in knowledge],
                                        ensure_ascii=False
                                    ),
                                    node_id)
 
-        return {{"code": 0, "msg": "更新成功"}}
+        return {"code": 0, "msg": "更新成功"}
     except Exception as e:
-        return {{"code": 1, "msg": str(e)}}
\ No newline at end of file
+        return {"code": 1, "msg": str(e)}
\ No newline at end of file
diff --git a/dsLightRag/absolute/dsWork/dsProject/dsLightRag/static/deepseek_fulishiyanshi_iframe.html b/dsLightRag/absolute/dsWork/dsProject/dsLightRag/static/deepseek_fulishiyanshi_iframe.html
deleted file mode 100644
index b80751a1..00000000
--- a/dsLightRag/absolute/dsWork/dsProject/dsLightRag/static/deepseek_fulishiyanshi_iframe.html
+++ /dev/null
@@ -1,406 +0,0 @@
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>浮力AI助手</title>
-    <style>
-        * {
-            margin: 0;
-            padding: 0;
-            box-sizing: border-box;
-            font-family: 'Microsoft YaHei', Arial, sans-serif;
-        }
-
-        body {
-            background-color: #f5f5f5;
-            height: 100vh;
-            display: flex;
-            flex-direction: column;
-            overflow: hidden;
-        }
-
-        .container {
-            display: flex;
-            flex: 1;
-            overflow: hidden;
-        }
-
-        .simulation-panel {
-            flex: 0 0 60%;
-            border: 1px solid #ddd;
-            overflow: hidden;
-            background-color: white;
-        }
-
-        .simulation-panel iframe {
-            width: 100%;
-            height: 100%;
-            border: none;
-        }
-
-        .chat-panel {
-            flex: 0 0 40%;
-            display: flex;
-            flex-direction: column;
-            border: 1px solid #ddd;
-            background-color: white;
-            box-shadow: -2px 0 5px rgba(0,0,0,0.1);
-        }
-
-        .chat-header {
-            padding: 15px;
-            background-color: #2196F3;
-            color: white;
-            font-size: 18px;
-            font-weight: bold;
-        }
-
-        .chat-messages {
-            flex: 1;
-            padding: 15px;
-            overflow-y: auto;
-        }
-
-        .message {
-            margin-bottom: 15px;
-            max-width: 85%;
-            padding: 10px 15px;
-            border-radius: 18px;
-            word-break: break-word;
-        }
-
-        .user-message {
-            background-color: #E3F2FD;
-            margin-left: auto;
-            border-top-right-radius: 4px;
-        }
-
-        .ai-message {
-            background-color: #f1f1f1;
-            border-top-left-radius: 4px;
-        }
-
-        .message-content {
-            line-height: 1.5;
-        }
-
-        .chat-input {
-            display: flex;
-            padding: 10px;
-            border-top: 1px solid #ddd;
-        }
-
-        .chat-input textarea {
-            flex: 1;
-            padding: 10px 15px;
-            border: 1px solid #ddd;
-            border-radius: 4px;
-            resize: none;
-            height: 40px;
-            margin-right: 10px;
-        }
-
-        .chat-input button {
-            padding: 0 15px;
-            background-color: #2196F3;
-            color: white;
-            border: none;
-            border-radius: 4px;
-            cursor: pointer;
-            font-weight: bold;
-        }
-
-        .chat-input button:hover {
-            background-color: #1976D2;
-        }
-
-        .loading-indicator {
-            display: flex;
-            align-items: center;
-            margin: 10px 0;
-        }
-
-        .loading-dot {
-            width: 8px;
-            height: 8px;
-            border-radius: 50%;
-            background-color: #2196F3;
-            margin: 0 4px;
-            animation: pulse 1.4s infinite ease-in-out both;
-        }
-
-        .loading-dot:nth-child(1) {
-            animation-delay: -0.32s;
-        }
-
-        .loading-dot:nth-child(2) {
-            animation-delay: -0.16s;
-        }
-
-        @keyframes pulse {
-            0%, 80%, 100% {
-                transform: scale(0);
-            }
-            40% {
-                transform: scale(1);
-            }
-        }
-
-        /* 默认问题按钮样式 */
-        .default-questions {
-            padding: 10px 15px;
-        }
-        .question-buttons {
-            display: flex;
-            flex-wrap: wrap;
-            gap: 8px;
-        }
-        .default-question-btn {
-            background-color: #E3F2FD;
-            border: 1px solid #2196F3;
-            border-radius: 16px;
-            padding: 6px 12px;
-            font-size: 14px;
-            cursor: pointer;
-            color: #2196F3;
-            transition: all 0.2s;
-        }
-        .default-question-btn:hover {
-            background-color: #2196F3;
-            color: white;
-        }
-    </style>
-</head>
-<body>
-    <div class="container">
-        <div class="simulation-panel">
-            <iframe src="deepseek_fulishiyanshi.html"></iframe>
-        </div>
-        <div class="chat-panel">
-            <div class="chat-header">浮力AI助手</div>
-            <div class="chat-messages" id="chatMessages">
-                <div class="message ai-message">
-                    <div class="message-content">您好！我是浮力AI助手，可以帮助您理解浮力相关的物理知识。请随时提问，我会尽力为您解答。</div>
-                </div>
-                <div class="message ai-message default-questions">
-                    <p style="margin-bottom: 8px; font-weight: bold;">推荐问题：</p>
-                    <div class="question-buttons">
-                        <button class="default-question-btn">什么是浮力？</button>
-                        <button class="default-question-btn">浮力的计算公式是什么？</button>
-                        <button class="default-question-btn">物体的浮沉条件是什么？</button>
-                        <button class="default-question-btn">阿基米德原理的内容是什么？</button>
-                    </div>
-                </div>
-            </div>
-            <div class="chat-input">
-                <textarea id="userInput" placeholder="请输入您的问题..."></textarea>
-                <button id="sendBtn">发送</button>
-            </div>
-        </div>
-    </div>
-
-    <script>
-        document.addEventListener('DOMContentLoaded', function() {
-            const chatMessages = document.getElementById('chatMessages');
-            const userInput = document.getElementById('userInput');
-            const sendBtn = document.getElementById('sendBtn');
-            let isLoading = false;
-
-            // 发送消息
-            function sendMessage() {
-                const message = userInput.value.trim();
-                if (!message || isLoading) return;
-
-                // 添加用户消息
-                addMessage(message, 'user');
-                userInput.value = '';
-
-                // 显示加载中
-                showLoading();
-
-                // 发送POST请求到/api/llm
-                fetch('/api/llm', {
-                    method: 'POST',
-                    headers: {
-                        'Content-Type': 'application/json',
-                    },
-                    body: JSON.stringify({ question: message })
-                })
-                .then(response => {
-                    if (!response.ok) {
-                        throw new Error('HTTP error! status: ' + response.status);
-                    }
-                     
-                    // 处理流式响应
-                    const reader = response.body.getReader();
-                    const decoder = new TextDecoder();
-                    let buffer = '';
-                    let aiMessageElement = null;
-                    let aiMessageContentElement = null;
-
-                    function processChunk({ done, value }) {
-                        if (done) {
-                            // 处理最后一块数据
-                            if (buffer) {
-                                handleSSEMessage(buffer, aiMessageElement, aiMessageContentElement);
-                            }
-                            hideLoading();
-                            return;
-                        }
-
-                        // 解码接收到的数据
-                        const chunk = decoder.decode(value, { stream: true });
-                        buffer += chunk;
-
-                        // 按行分割数据
-                        const lines = buffer.split('\n');
-                        buffer = lines.pop(); // 保存不完整的行
-
-                        // 如果还没有创建AI消息元素，则创建
-                        if (!aiMessageElement) {
-                            aiMessageElement = document.createElement('div');
-                            aiMessageElement.className = 'message ai-message';
-                            aiMessageContentElement = document.createElement('div');
-                            aiMessageContentElement.className = 'message-content';
-                            aiMessageElement.appendChild(aiMessageContentElement);
-                            chatMessages.appendChild(aiMessageElement);
-                            scrollToBottom();
-                        }
-
-                        // 处理每一行
-                        for (const line of lines) {
-                            if (line.trim()) {
-                                handleSSEMessage(line, aiMessageElement, aiMessageContentElement);
-                            }
-                        }
-
-                        // 继续读取
-                        return reader.read().then(processChunk);
-                    }
-
-                    // 开始读取响应体
-                    return reader.read().then(processChunk);
-                })
-                .catch(error => {
-                    console.error('发送请求失败:', error);
-                    hideLoading();
-                    addMessage('抱歉，请求失败: ' + error.message, 'ai');
-                });
-            }
-
-            // 处理SSE消息
-            function handleSSEMessage(line, aiMessageElement, aiMessageContentElement) {
-                // 检查是否是SSE格式 (以'data: '开头)
-                if (line.startsWith('data: ')) {
-                    const data = line.substring(6).trim();
-
-                    // 检查是否是结束信号
-                    if (data === 'DONE') {
-                        hideLoading();
-                        return;
-                    }
-
-                    try {
-                        // 解析JSON
-                        const jsonData = JSON.parse(data);
-                        // 提取content字段
-                        if (jsonData.content) {
-                            aiMessageContentElement.textContent += jsonData.content;
-                            scrollToBottom();
-                        }
-                    } catch (error) {
-                        console.error('解析JSON失败:', error, '数据:', data);
-                        // 如果解析失败，尝试直接添加文本
-                        aiMessageContentElement.textContent += data;
-                        scrollToBottom();
-                    }
-                } else if (line) {
-                    // 如果不是标准SSE格式，尝试直接解析
-                    try {
-                        const jsonData = JSON.parse(line);
-                        if (jsonData.content) {
-                            aiMessageContentElement.textContent += jsonData.content;
-                            scrollToBottom();
-                        }
-                    } catch (error) {
-                        console.error('解析非标准SSE数据失败:', error, '数据:', line);
-                        // 如果解析失败，直接添加文本
-                        aiMessageContentElement.textContent += line;
-                        scrollToBottom();
-                    }
-                }
-            }
-
-            // 添加消息到聊天框
-            function addMessage(message, sender) {
-                const messageElement = document.createElement('div');
-                messageElement.className = `message ${sender}-message`;
-
-                const contentElement = document.createElement('div');
-                contentElement.className = 'message-content';
-                contentElement.textContent = message;
-
-                messageElement.appendChild(contentElement);
-                chatMessages.appendChild(messageElement);
-                scrollToBottom();
-            }
-
-            // 显示加载中
-            function showLoading() {
-                if (isLoading) return;
-                isLoading = true;
-
-                const loadingElement = document.createElement('div');
-                loadingElement.className = 'loading-indicator';
-                loadingElement.id = 'loading-indicator';
-
-                for (let i = 0; i < 3; i++) {
-                    const dot = document.createElement('div');
-                    dot.className = 'loading-dot';
-                    loadingElement.appendChild(dot);
-                }
-
-                chatMessages.appendChild(loadingElement);
-                scrollToBottom();
-            }
-
-            // 隐藏加载中
-            function hideLoading() {
-                if (!isLoading) return;
-                isLoading = false;
-
-                const loadingElement = document.getElementById('loading-indicator');
-                if (loadingElement) {
-                    loadingElement.remove();
-                }
-            }
-
-            // 滚动到底部
-            function scrollToBottom() {
-                chatMessages.scrollTop = chatMessages.scrollHeight;
-            }
-
-            // 发送按钮点击事件
-            sendBtn.addEventListener('click', sendMessage);
-
-            // 输入框回车事件
-            userInput.addEventListener('keypress', function(e) {
-                if (e.key === 'Enter' && !e.shiftKey) {
-                    e.preventDefault();
-                    sendMessage();
-                }
-            });
-
-            // 绑定默认问题按钮事件
-            document.querySelectorAll('.default-question-btn').forEach(btn => {
-                btn.addEventListener('click', function() {
-                    const question = this.textContent;
-                    userInput.value = question;
-                    sendMessage();
-                });
-            });
-        });
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/dsLightRag/absolute/path/to/Test101.py b/dsLightRag/absolute/path/to/Test101.py
deleted file mode 100644
index 6d95d347..00000000
--- a/dsLightRag/absolute/path/to/Test101.py
+++ /dev/null
@@ -1,14 +0,0 @@
-SYSTEM_PROMPT_TEMPLATE="""
-# 数学解题助手规则（必须严格遵守）
-
-1. 【核心要求】必须使用初中生知识范围内可以理解的方法解题，绝对禁止使用向量、微积分、复数等高中及以上数学知识。
-2. 如果是动点问题要注意可能有多个解。
-3. 使用简单易懂的语言，将复杂问题分解成简单的步骤。
-4. 引导学生思考，而不是直接给出答案。
-
-# 角色信息
-- language: 中文
-- description: 数学解题助手是一个专门为初中生提供数学问题解答的角色。
-- expertise: 初中数学解题、数学教育
-- target_audience: 初中生
-"""
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