diff --git a/electrmangnetic/pom.xml b/electrmangnetic/pom.xml
index 700ca56..bca4a62 100644
--- a/electrmangnetic/pom.xml
+++ b/electrmangnetic/pom.xml
@@ -41,11 +41,11 @@
         </dependency>
         <dependency>
             <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-elasticsearch-store-spring-boot-starter</artifactId>
+            <artifactId>spring-ai-starter-model-ollama</artifactId>
         </dependency>
         <dependency>
             <groupId>org.springframework.ai</groupId>
-            <artifactId>spring-ai-ollama-spring-boot-starter</artifactId>
+            <artifactId>spring-ai-starter-vector-store-mariadb</artifactId>
         </dependency>
         <dependency>
             <groupId>org.springframework.ai</groupId>
@@ -71,6 +71,7 @@
         <dependency>
             <groupId>org.mariadb.jdbc</groupId>
             <artifactId>mariadb-java-client</artifactId>
+            <version>3.5.1</version>
         </dependency>
         <dependency>
             <groupId>com.electromagnetic.data</groupId>
diff --git a/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/config/AiAdvisor.java b/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/config/AiAdvisor.java
index d475b11..678e661 100644
--- a/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/config/AiAdvisor.java
+++ b/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/config/AiAdvisor.java
@@ -1,24 +1,13 @@
 package com.electromagnetic.industry.software.manage.config;
 
-import jakarta.annotation.Resource;
 import org.springframework.ai.chat.client.advisor.MessageChatMemoryAdvisor;
-import org.springframework.ai.chat.client.advisor.QuestionAnswerAdvisor;
 import org.springframework.ai.chat.memory.InMemoryChatMemory;
-import org.springframework.ai.vectorstore.VectorStore;
 import org.springframework.context.annotation.Bean;
 import org.springframework.stereotype.Component;
 
 @Component
 public class AiAdvisor {
 
-    @Resource
-    private VectorStore vectorStore;
-
-    @Bean
-    public QuestionAnswerAdvisor questionAnswerAdvisor() {
-        return new QuestionAnswerAdvisor(vectorStore);
-    }
-
     @Bean
     public MessageChatMemoryAdvisor messageChatMemoryAdvisor() {
         return new MessageChatMemoryAdvisor(new InMemoryChatMemory());
diff --git a/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/service/serviceimpl/ChatService.java b/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/service/serviceimpl/ChatService.java
index 5378e02..960fe99 100644
--- a/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/service/serviceimpl/ChatService.java
+++ b/electrmangnetic/src/main/java/com/electromagnetic/industry/software/manage/service/serviceimpl/ChatService.java
@@ -24,7 +24,6 @@ import jakarta.annotation.Resource;
 import lombok.extern.slf4j.Slf4j;
 import org.springframework.ai.chat.client.ChatClient;
 import org.springframework.ai.chat.client.advisor.MessageChatMemoryAdvisor;
-import org.springframework.ai.chat.client.advisor.QuestionAnswerAdvisor;
 import org.springframework.ai.chat.messages.UserMessage;
 import org.springframework.ai.chat.model.ChatResponse;
 import org.springframework.ai.chat.prompt.Prompt;
@@ -56,29 +55,24 @@ public class ChatService {
     @Resource
     private MessageChatMemoryAdvisor messageChatMemoryAdvisor;
     @Resource
-    private QuestionAnswerAdvisor questionAnswerAdvisor;
-    @Resource
     private AiFileUploadRecordMapper aiFileUploadRecordMapper;
     @Resource
     private AiQuestionRecordMapper aiQuestionRecordMapper;
     @Resource
     private ElePropertyConfig elePropertyConfig;
 
-    public ElectromagneticResult<?> deleteDocument(List<String> ids) {
-        List<String> vectorIds = aiFileUploadRecordMapper.selectList(Wrappers.lambdaQuery(AiFileUploadRecord.class)
-                        .in(AiFileUploadRecord::getId, ids))
-                .stream()
-                .map(AiFileUploadRecord::getVectorId)
-                .toList();
-        Optional<Boolean> delete = vectorStore.delete(vectorIds);
-        if (null != delete && delete.isPresent() && delete.get()) {
-            aiFileUploadRecordMapper.update(Wrappers.lambdaUpdate(AiFileUploadRecord.class)
-                    .in(AiFileUploadRecord::getId, ids)
-                    .set(AiFileUploadRecord::getEffectFlag, EffectFlagEnum.NOT_EFFECTIVE.code));
-            return ElectromagneticResultUtil.success(true);
-        }
-        return ElectromagneticResultUtil.fail("-1", "删除失败。");
-    }
+//    public ElectromagneticResult<?> deleteDocument(List<String> ids) {
+//        List<String> vectorIds = aiFileUploadRecordMapper.selectList(Wrappers.lambdaQuery(AiFileUploadRecord.class)
+//                        .in(AiFileUploadRecord::getId, ids))
+//                .stream()
+//                .map(AiFileUploadRecord::getVectorId)
+//                .toList();
+//        vectorStore.delete(vectorIds);
+//        aiFileUploadRecordMapper.update(Wrappers.lambdaUpdate(AiFileUploadRecord.class)
+//                .in(AiFileUploadRecord::getId, ids)
+//                .set(AiFileUploadRecord::getEffectFlag, EffectFlagEnum.NOT_EFFECTIVE.code));
+//        return ElectromagneticResultUtil.success(true);
+//    }
 
     @Transactional(rollbackFor = Exception.class)
     public ElectromagneticResult<?> addFromUpload(MultipartFile file) throws Exception {
@@ -172,15 +166,17 @@ public class ChatService {
         UserThreadLocal.set(userLoginInfo);
         aiQuestionRecordMapper.insert(record);
         UserThreadLocal.remove();
+        List<Document> documents = vectorStore.similaritySearch(queryDTO.getMsg());
+        String augmentedPrompt = "基于以下信息回答：" + documents + "\n\n" + queryDTO.getMsg();
         return ChatClient.builder(model)
                 .defaultSystem("必须用中文回答")
-                .defaultAdvisors(messageChatMemoryAdvisor, questionAnswerAdvisor)
+                .defaultAdvisors(messageChatMemoryAdvisor)
                 .defaultOptions(OllamaOptions
                         .builder()
                         .temperature(0.3)
                         .build())
                 .build()
-                .prompt(queryDTO.getMsg())
+                .prompt(augmentedPrompt)
                 .stream()
                 .content();
     }
@@ -192,15 +188,17 @@ public class ChatService {
         UserThreadLocal.set(userLoginInfo);
         aiQuestionRecordMapper.insert(record);
         UserThreadLocal.remove();
+        List<Document> documents = vectorStore.similaritySearch(queryDTO.getMsg());
+        String augmentedPrompt = "基于以下信息回答：" + documents + "\n\n" + queryDTO.getMsg();
         return ChatClient.builder(model)
                 .defaultSystem("必须用中文回答")
-                .defaultAdvisors(messageChatMemoryAdvisor, questionAnswerAdvisor)
+                .defaultAdvisors(messageChatMemoryAdvisor)
                 .defaultOptions(OllamaOptions
                         .builder()
                         .temperature(0.3)
                         .build())
                 .build()
-                .prompt(new Prompt(new UserMessage(queryDTO.getMsg())))
+                .prompt(new Prompt(new UserMessage(augmentedPrompt)))
                 .stream()
                 .chatResponse();
     }
diff --git a/pom.xml b/pom.xml
index cb43fc7..a67f584 100644
--- a/pom.xml
+++ b/pom.xml
@@ -20,7 +20,7 @@
         <maven.compiler.target>17</maven.compiler.target>
         <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
         <spring.boot.version>3.3.8</spring.boot.version>
-        <spring.ai.version>1.0.0-M5</spring.ai.version>
+        <spring.ai.version>1.0.0-M7</spring.ai.version>
     </properties>
 
     <dependencyManagement>