feat: Implement the initial AI-native CRM backend application with Spring Boot, LangChain4j, and JPA persistence.

.idea/.gitignore

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+# 默认忽略的文件
+/shelf/
+/workspace.xml
+# 已忽略包含查询文件的默认文件夹
+/queries/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml
+# 基于编辑器的 HTTP 客户端请求
+/httpRequests/

.idea/compiler.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="CompilerConfiguration">
+    <annotationProcessing>
+      <profile default="true" name="Default" enabled="true" />
+      <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="ai-native-backend" />
+      </profile>
+    </annotationProcessing>
+  </component>
+  <component name="JavacSettings">
+    <option name="ADDITIONAL_OPTIONS_OVERRIDE">
+      <module name="ai-native-backend" options="-parameters" />
+    </option>
+  </component>
+</project>

.idea/encodings.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="Encoding">
+    <file url="file://$PROJECT_DIR$/src/main/java" charset="UTF-8" />
+  </component>
+</project>

.idea/jarRepositories.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="RemoteRepositoriesConfiguration">
+    <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>
+    <remote-repository>
+      <option name="id" value="central" />
+      <option name="name" value="Central Repository" />
+      <option name="url" value="https://maven.aliyun.com/repository/public" />
+    </remote-repository>
+  </component>
+</project>

.idea/misc.xml

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+<?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="corretto-21" project-jdk-type="JavaSDK" />
+</project>

pom.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+    <parent>
+        <groupId>org.springframework.boot</groupId>
+        <artifactId>spring-boot-starter-parent</artifactId>
+        <version>3.2.4</version> <!-- using stable 3.2.x version -->
+        <relativePath/> <!-- lookup parent from repository -->
+    </parent>
+    <groupId>com.example</groupId>
+    <artifactId>ai-native-backend</artifactId>
+    <version>0.0.1-SNAPSHOT</version>
+    <name>ai-native-backend</name>
+    <description>AI-Native CRM Backend</description>
+    <properties>
+        <java.version>21</java.version>
+        <langchain4j.version>0.30.0</langchain4j.version>
+    </properties>
+    <dependencies>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-web</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-data-jpa</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>org.postgresql</groupId>
+            <artifactId>postgresql</artifactId>
+            <scope>runtime</scope>
+        </dependency>
+        <dependency>
+            <groupId>org.projectlombok</groupId>
+            <artifactId>lombok</artifactId>
+            <optional>true</optional>
+        </dependency>
+        <!-- LangChain4j for AI communication -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-spring-boot-starter</artifactId>
+            <version>${langchain4j.version}</version>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-open-ai-spring-boot-starter</artifactId>
+            <version>${langchain4j.version}</version>
+        </dependency>
+        <!-- JSON type mapping for Hibernate -->
+        <dependency>
+            <groupId>io.hypersistence</groupId>
+            <artifactId>hypersistence-utils-hibernate-63</artifactId>
+            <version>3.7.3</version>
+        </dependency>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-test</artifactId>
+            <scope>test</scope>
+        </dependency>
+    </dependencies>
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>org.springframework.boot</groupId>
+                <artifactId>spring-boot-maven-plugin</artifactId>
+                <configuration>
+                    <excludes>
+                        <exclude>
+                            <groupId>org.projectlombok</groupId>
+                            <artifactId>lombok</artifactId>
+                        </exclude>
+                    </excludes>
+                </configuration>
+            </plugin>
+        </plugins>
+    </build>
+</project>

src/main/java/com/example/ainative/AiNativeApplication.java

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+package com.example.ainative;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+@SpringBootApplication
+public class AiNativeApplication {
+
+    public static void main(String[] args) {
+        SpringApplication.run(AiNativeApplication.class, args);
+    }
+
+}

src/main/java/com/example/ainative/ai/CrmAgent.java

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+package com.example.ainative.ai;
+
+import dev.langchain4j.service.MemoryId;
+import dev.langchain4j.service.SystemMessage;
+import dev.langchain4j.service.UserMessage;
+import dev.langchain4j.service.V;
+import dev.langchain4j.service.spring.AiService;
+
+@AiService
+public interface CrmAgent {
+
+    @SystemMessage("""
+        You are a smart AI assistant embedded within a modern enterprise CRM system.
+        Your goal is to help the user configure business modules, dynamic forms, and insert data.
+        You have tools to define database schema structures (JSON Schema) and manipulate dynamic data.
+        Always respond concisely. If you need to manipulate the UI, explain what you are doing.
+        
+        Current User/Tenant context ID: {{userContext}}
+    """)
+    String chat(@MemoryId String memoryId, @UserMessage String userMessage, @V("userContext") String userContext);
+}

src/main/java/com/example/ainative/ai/CrmTools.java

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+package com.example.ainative.ai;
+
+import com.example.ainative.entity.SysEntity;
+import com.example.ainative.repository.SysEntityRepository;
+import dev.langchain4j.agent.tool.Tool;
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Component;
+
+import java.util.UUID;
+
+@Slf4j
+@Component
+@RequiredArgsConstructor
+public class CrmTools {
+
+    private final SysEntityRepository sysEntityRepository;
+
+    /**
+     * AI 工具：用于定义新的动态业务对象（Entity）。
+     * 当用户试图创建新表单、新模块（比如“线索管理”、“合同管理”）时，大模型会自动决定调用本工具，
+     * 并将它根据系统指令生成的参数传入进来。
+     *
+     * @param entityCode 模块唯一标识符，英文，比如 crm_lead (便于后期通过接口精确操作某模块)
+     * @param entityName 模块中文名称跨，比如 销售线索
+     * @param jsonSchema 这里是大模型输出的最核心数据：一个合规的 JSON Schema (如属性定义、校验规则)，由前端随后解析渲染
+     * @return 返回一段让 AI 知道是否成功的指令结果，这个结果大模型能看到并进一步回答用户。
+     */
+    @Tool("创建一个新的业务表单模块，当你确定了用户创建新功能的意图后调用。参数包括：entityCode (英文唯一标识), entityName (中文名称), jsonSchema。")
+    public String defineDynamicModule(String entityCode, String entityName, String jsonSchema) {
+        log.info("Agent 正在调用工具执行创建新模块: Code={}, Name={}", entityCode, entityName);
+        
+        // 1. 业务校验：防重和容错
+        SysEntity existing = sysEntityRepository.findByEntityCode(entityCode);
+        if (existing != null) {
+            return "模块代码 [" + entityCode + "] 已存在，创建失败，请让用户考虑使用其他代码名称。";
+        }
+        
+        // 2. 实体赋值与入库
+        try {
+            SysEntity entity = new SysEntity();
+            entity.setEntityCode(entityCode);
+            entity.setEntityName(entityName);
+            // 此处直接存储大模型生成的 JSON 字符串（PostgreSQL 的 Hibernate 驱动会将其封装为 JSONB）
+            entity.setSchemaDefinition(jsonSchema);
+            
+            SysEntity saved = sysEntityRepository.save(entity);
+            return "核心模块 [" + entityName + "] 已成功持久化并部署到系统中。后台对应的 Entity ID (UUID) 为: " + saved.getId();
+        } catch (Exception e) {
+            log.error("保存 Schema 时出现异常", e);
+            return "数据库保存异常，请检查 JSON 结构是否合规。";
+        }
+    }
+}

src/main/java/com/example/ainative/ai/PersistentChatMemoryStore.java

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+package com.example.ainative.ai;
+
+import com.example.ainative.entity.ChatMemoryEntity;
+import com.example.ainative.repository.ChatMemoryRepository;
+import dev.langchain4j.data.message.ChatMessage;
+import dev.langchain4j.data.message.ChatMessageDeserializer;
+import dev.langchain4j.data.message.ChatMessageSerializer;
+import dev.langchain4j.store.memory.chat.ChatMemoryStore;
+import lombok.RequiredArgsConstructor;
+import org.springframework.stereotype.Component;
+import org.springframework.transaction.annotation.Transactional;
+
+import java.util.List;
+import java.util.stream.Collectors;
+
+@Component
+@RequiredArgsConstructor
+public class PersistentChatMemoryStore implements ChatMemoryStore {
+
+    private final ChatMemoryRepository repository;
+
+    @Override
+    public List<ChatMessage> getMessages(Object memoryId) {
+        String sessionId = (String) memoryId;
+        List<ChatMemoryEntity> entities = repository.findByChatSessionIdOrderByIdAsc(sessionId);
+        return entities.stream()
+                .map(entity -> ChatMessageDeserializer.messageFromJson(entity.getContent()))
+                .collect(Collectors.toList());
+    }
+
+    @Override
+    @Transactional
+    public void updateMessages(Object memoryId, List<ChatMessage> messages) {
+        String sessionId = (String) memoryId;
+        repository.deleteByChatSessionId(sessionId);
+        
+        List<ChatMemoryEntity> entities = messages.stream().map(message -> {
+            ChatMemoryEntity entity = new ChatMemoryEntity();
+            entity.setChatSessionId(sessionId);
+            entity.setContent(ChatMessageSerializer.messageToJson(message));
+            return entity;
+        }).collect(Collectors.toList());
+        
+        repository.saveAll(entities);
+    }
+
+    @Override
+    @Transactional
+    public void deleteMessages(Object memoryId) {
+        repository.deleteByChatSessionId((String) memoryId);
+    }
+}

src/main/java/com/example/ainative/config/AiConfig.java

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+package com.example.ainative.config;
+
+import dev.langchain4j.memory.chat.ChatMemoryProvider;
+import dev.langchain4j.memory.chat.MessageWindowChatMemory;
+import dev.langchain4j.store.memory.chat.ChatMemoryStore;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+
+@Configuration
+public class AiConfig {
+
+    @Bean
+    public ChatMemoryProvider chatMemoryProvider(ChatMemoryStore chatMemoryStore) {
+        return memoryId -> MessageWindowChatMemory.builder()
+                .id(memoryId)
+                .maxMessages(50) // Keep last 50 messages in context
+                .chatMemoryStore(chatMemoryStore)
+                .build();
+    }
+}

src/main/java/com/example/ainative/config/UserContextHolder.java

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+package com.example.ainative.config;
+
+public class UserContextHolder {
+    private static final ThreadLocal<String> currentUser = new ThreadLocal<>();
+
+    public static void setCurrentUser(String userId) {
+        currentUser.set(userId);
+    }
+
+    public static String getCurrentUser() {
+        return currentUser.get() != null ? currentUser.get() : "anonymous";
+    }
+
+    public static void clear() {
+        currentUser.remove();
+    }
+}

src/main/java/com/example/ainative/config/UserInterceptor.java

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+package com.example.ainative.config;
+
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import org.springframework.stereotype.Component;
+import org.springframework.web.servlet.HandlerInterceptor;
+
+@Component
+public class UserInterceptor implements HandlerInterceptor {
+    @Override
+    public boolean preHandle(HttpServletRequest request, HttpServletResponse response, Object handler) {
+        String userId = request.getHeader("X-Creator-Id");
+        if (userId != null && !userId.isBlank()) {
+            UserContextHolder.setCurrentUser(userId);
+        } else {
+            UserContextHolder.setCurrentUser("anonymous");
+        }
+        return true;
+    }
+
+    @Override
+    public void afterCompletion(HttpServletRequest request, HttpServletResponse response, Object handler, Exception ex) {
+        UserContextHolder.clear();
+    }
+}

src/main/java/com/example/ainative/config/WebMvcConfig.java

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+package com.example.ainative.config;
+
+import lombok.RequiredArgsConstructor;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.web.servlet.config.annotation.InterceptorRegistry;
+import org.springframework.web.servlet.config.annotation.WebMvcConfigurer;
+
+@Configuration
+@RequiredArgsConstructor
+public class WebMvcConfig implements WebMvcConfigurer {
+
+    private final UserInterceptor userInterceptor;
+
+    @Override
+    public void addInterceptors(InterceptorRegistry registry) {
+        registry.addInterceptor(userInterceptor).addPathPatterns("/**");
+    }
+}

src/main/java/com/example/ainative/controller/AgentController.java

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+package com.example.ainative.controller;
+
+import com.example.ainative.ai.CrmAgent;
+import com.example.ainative.config.UserContextHolder;
+import lombok.RequiredArgsConstructor;
+import org.springframework.web.bind.annotation.*;
+
+@RestController
+@RequestMapping("/api/agent")
+@RequiredArgsConstructor
+public class AgentController {
+
+    private final CrmAgent crmAgent;
+
+    /**
+     * 对话交互核心入口
+     * 这里提供了一个传统的 REST 包装版本。当前端（如 CopilotKit 或测试客户端）发送自然语言时，会调用此处。
+     * 
+     * @param sessionId 唯一会话识别（与底层的 ChatMemory 持久化紧密对应，确保 AI 能“记住”对话）
+     * @param message 用户的原始需求 (比如："帮我建一个客户关系系统的线索录入表，有姓名和手机号")
+     * @return AI 所思所想或执行完 @Tool 后的结果字符串反馈
+     */
+    @PostMapping("/chat")
+    public String chat(@RequestParam String sessionId, @RequestBody String message) {
+        // 先从拦截器上下文中拿到刚才设置的调用者身份
+        String currentUser = UserContextHolder.getCurrentUser();
+        
+        // 传递给底层的 Agent：这背后的复杂工作流完全交由 Langchain4J 托管！
+        // 如果用户的 message 意图命中“建表”，框架会在返回前自己拦截调去跑 CrmTools 里的 defineDynamicModule。
+        return crmAgent.chat(sessionId, message, currentUser);
+    }
+}

src/main/java/com/example/ainative/controller/DynamicDataController.java

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+package com.example.ainative.controller;
+
+import com.example.ainative.config.UserContextHolder;
+import com.example.ainative.entity.SysDynamicData;
+import com.example.ainative.entity.SysEntity;
+import com.example.ainative.repository.SysDynamicDataRepository;
+import com.example.ainative.repository.SysEntityRepository;
+import lombok.RequiredArgsConstructor;
+import org.springframework.web.bind.annotation.*;
+
+import java.util.List;
+import java.util.UUID;
+
+/**
+ * 动态数据交互控制器
+ * 负责接收 AI 生成的 UI 提交过来的所有结构不固定的 JSON 数据。
+ */
+@RestController
+@RequestMapping("/api/dynamic")
+@RequiredArgsConstructor
+@CrossOrigin(origins = "*") // 允许前端 Next.js (通常是 3000 端口) 进行跨域调用
+public class DynamicDataController {
+
+    private final SysDynamicDataRepository dataRepository;
+    private final SysEntityRepository entityRepository;
+
+    /**
+     * 根据模块 UUID 获取数据列表
+     */
+    @GetMapping("/{entityId}")
+    public List<SysDynamicData> getRecords(@PathVariable UUID entityId) {
+        return dataRepository.findByEntityId(entityId);
+    }
+
+    /**
+     * 根据模块 code 获取数据列表（前端动态表格主要用此接口方便查询）
+     */
+    @GetMapping("/code/{entityCode}")
+    public List<SysDynamicData> getRecordsByCode(@PathVariable String entityCode) {
+        SysEntity entity = entityRepository.findByEntityCode(entityCode);
+        if (entity != null) {
+            return dataRepository.findByEntityId(entity.getId());
+        }
+        return List.of();
+    }
+
+    /**
+     * 自动注册/获取动态模块接口：解决前端渲染表单和后端实体记录未创建的时序问题
+     * 允许前端在提交实际数据前，主动将推断出的模块结构注册到数据库。
+     */
+    @PostMapping("/schema")
+    public SysEntity defineSchema(@RequestBody SysEntity requestedEntity) {
+        SysEntity entity = entityRepository.findByEntityCode(requestedEntity.getEntityCode());
+        if (entity == null) {
+            entity = new SysEntity();
+            entity.setEntityCode(requestedEntity.getEntityCode());
+            entity.setEntityName(requestedEntity.getEntityName());
+            entity.setSchemaDefinition(requestedEntity.getSchemaDefinition());
+            return entityRepository.save(entity);
+        }
+        return entity;
+    }
+
+    /**
+     * 核心接口：按 entityCode 直接入库
+     * 前端不需要知道复杂的 UUID，只需根据 AI 生成的 crm_lead 等 Code 即可提交。
+     */
+    @PostMapping("/code/{entityCode}")
+    public SysDynamicData createRecordByCode(@PathVariable String entityCode, @RequestBody String jsonData) {
+        // 1. 先通过 Code 找到模块定义的 ID
+        SysEntity entity = entityRepository.findByEntityCode(entityCode);
+        if (entity == null) {
+            throw new RuntimeException("模块 " + entityCode + " 尚未定义，无法入库。请先让 AI 创建该模块。");
+        }
+
+        // 2. 构造动态数据记录
+        SysDynamicData record = new SysDynamicData();
+        record.setEntityId(entity.getId());
+        record.setData(jsonData); // 这里的 String 在 JSONB 映射下会自动存为二进制 JSON 格式
+        record.setCreatorId(UserContextHolder.getCurrentUser());
+        
+        return dataRepository.save(record);
+    }
+
+    /**
+     * 原始的 UUID 入库接口 (保留备用)
+     */
+    @PostMapping("/{entityId}")
+    public SysDynamicData createRecord(@PathVariable UUID entityId, @RequestBody String jsonData) {
+        SysDynamicData record = new SysDynamicData();
+        record.setEntityId(entityId);
+        record.setData(jsonData);
+        record.setCreatorId(UserContextHolder.getCurrentUser());
+        
+        return dataRepository.save(record);
+    }
+
+    /**
+     * 修改现有记录
+     */
+    @PutMapping("/{id}")
+    public SysDynamicData updateRecord(@PathVariable UUID id, @RequestBody String jsonData) {
+        return dataRepository.findById(id).map(record -> {
+            record.setData(jsonData);
+            return dataRepository.save(record);
+        }).orElseThrow(() -> new RuntimeException("Record not found"));
+    }
+
+    /**
+     * 删除现有记录
+     */
+    @DeleteMapping("/{id}")
+    public void deleteRecord(@PathVariable UUID id) {
+        dataRepository.deleteById(id);
+    }
+}

src/main/java/com/example/ainative/controller/SysEntityController.java

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+package com.example.ainative.controller;
+
+import com.example.ainative.entity.SysEntity;
+import com.example.ainative.repository.SysEntityRepository;
+import lombok.RequiredArgsConstructor;
+import org.springframework.web.bind.annotation.*;
+
+import java.util.List;
+
+@RestController
+@RequestMapping("/api/entities")
+@RequiredArgsConstructor
+@CrossOrigin(origins = "*") // Allow frontend to fetch menus
+public class SysEntityController {
+
+    private final SysEntityRepository sysEntityRepository;
+
+    /**
+     * 获取所有已定义的模块列表，供左侧菜单动态渲染使用。
+     */
+    @GetMapping
+    public List<SysEntity> getAllEntities() {
+        return sysEntityRepository.findAll();
+    }
+
+    /**
+     * 根据 code 获取单一实体定义，方便前台表格按需渲染列等动态行为。
+     */
+    @GetMapping("/code/{entityCode}")
+    public SysEntity getEntityByCode(@PathVariable String entityCode) {
+        return sysEntityRepository.findByEntityCode(entityCode);
+    }
+}

src/main/java/com/example/ainative/entity/ChatMemoryEntity.java

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+package com.example.ainative.entity;
+
+import jakarta.persistence.*;
+import lombok.Data;
+import org.hibernate.annotations.CreationTimestamp;
+
+import java.time.ZonedDateTime;
+
+@Data
+@Entity
+@Table(name = "chat_memory")
+public class ChatMemoryEntity {
+    @Id
+    @GeneratedValue(strategy = GenerationType.IDENTITY)
+    private Long id;
+
+    @Column(name = "chat_session_id", nullable = false)
+    private String chatSessionId;
+
+    @Column(name = "content", nullable = false, columnDefinition = "TEXT")
+    private String content;
+
+    @CreationTimestamp
+    @Column(name = "created_at", updatable = false)
+    private ZonedDateTime createdAt;
+}

src/main/java/com/example/ainative/entity/SysDynamicData.java

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+package com.example.ainative.entity;
+
+import jakarta.persistence.*;
+import lombok.Data;
+import org.hibernate.annotations.CreationTimestamp;
+import org.hibernate.annotations.JdbcTypeCode;
+import org.hibernate.type.SqlTypes;
+
+import java.time.ZonedDateTime;
+import java.util.UUID;
+
+@Data
+@Entity
+@Table(name = "sys_dynamic_data")
+public class SysDynamicData {
+    @Id
+    @GeneratedValue(strategy = GenerationType.UUID)
+    private UUID id;
+
+    @Column(name = "entity_id")
+    private UUID entityId;
+
+    @JdbcTypeCode(SqlTypes.JSON)
+    @Column(name = "data", columnDefinition = "jsonb", nullable = false)
+    private String data;
+
+    @Column(name = "creator_id", length = 50)
+    private String creatorId;
+
+    @CreationTimestamp
+    @Column(name = "created_at", updatable = false)
+    private ZonedDateTime createdAt;
+}

src/main/java/com/example/ainative/entity/SysEntity.java

@@ -0,0 +1,38 @@
+package com.example.ainative.entity;
+
+import jakarta.persistence.*;
+import lombok.Data;
+import org.hibernate.annotations.CreationTimestamp;
+import org.hibernate.annotations.JdbcTypeCode;
+import org.hibernate.annotations.UpdateTimestamp;
+import org.hibernate.type.SqlTypes;
+
+import java.time.ZonedDateTime;
+import java.util.UUID;
+
+@Data
+@Entity
+@Table(name = "sys_entities")
+public class SysEntity {
+    @Id
+    @GeneratedValue(strategy = GenerationType.UUID)
+    private UUID id;
+
+    @Column(name = "entity_code", unique = true, nullable = false, length = 50)
+    private String entityCode;
+
+    @Column(name = "entity_name", nullable = false, length = 100)
+    private String entityName;
+
+    @JdbcTypeCode(SqlTypes.JSON)
+    @Column(name = "schema_definition", columnDefinition = "jsonb", nullable = false)
+    private String schemaDefinition;
+
+    @CreationTimestamp
+    @Column(name = "created_at", updatable = false)
+    private ZonedDateTime createdAt;
+
+    @UpdateTimestamp
+    @Column(name = "updated_at")
+    private ZonedDateTime updatedAt;
+}

src/main/java/com/example/ainative/repository/ChatMemoryRepository.java

@@ -0,0 +1,11 @@
+package com.example.ainative.repository;
+
+import com.example.ainative.entity.ChatMemoryEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+import java.util.List;
+
+public interface ChatMemoryRepository extends JpaRepository<ChatMemoryEntity, Long> {
+    List<ChatMemoryEntity> findByChatSessionIdOrderByIdAsc(String chatSessionId);
+    void deleteByChatSessionId(String chatSessionId);
+}

src/main/java/com/example/ainative/repository/SysDynamicDataRepository.java

@@ -0,0 +1,11 @@
+package com.example.ainative.repository;
+
+import com.example.ainative.entity.SysDynamicData;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+import java.util.List;
+import java.util.UUID;
+
+public interface SysDynamicDataRepository extends JpaRepository<SysDynamicData, UUID> {
+    List<SysDynamicData> findByEntityId(UUID entityId);
+}

src/main/java/com/example/ainative/repository/SysEntityRepository.java

@@ -0,0 +1,10 @@
+package com.example.ainative.repository;
+
+import com.example.ainative.entity.SysEntity;
+import org.springframework.data.jpa.repository.JpaRepository;
+
+import java.util.UUID;
+
+public interface SysEntityRepository extends JpaRepository<SysEntity, UUID> {
+    SysEntity findByEntityCode(String entityCode);
+}

src/main/resources/application.yml

@@ -0,0 +1,28 @@
+spring:
+  application:
+    name: ai-native-backend
+  datasource:
+    url: jdbc:postgresql://localhost:5432/ai_native_db
+    username: ai_agent_user
+    password: Agent@2026
+    driver-class-name: org.postgresql.Driver
+  jpa:
+    hibernate:
+      ddl-auto: none
+    show-sql: true
+    properties:
+      hibernate:
+        format_sql: true
+        dialect: org.hibernate.dialect.PostgreSQLDialect
+
+langchain4j:
+  open-ai:
+    chat-model:
+      api-key: ${ZHIPU_API_KEY:61833436cbd642ed844d0128a99b2e89.PTbpERpysO3qSf8w}
+      base-url: https://open.bigmodel.cn/api/paas/v4/
+      model-name: glm-4-plus
+      log-requests: true
+      log-responses: true
+
+server:
+  port: 8080

target/classes/application.yml

@@ -0,0 +1,28 @@
+spring:
+  application:
+    name: ai-native-backend
+  datasource:
+    url: jdbc:postgresql://localhost:5432/ai_native_db
+    username: ai_agent_user
+    password: Agent@2026
+    driver-class-name: org.postgresql.Driver
+  jpa:
+    hibernate:
+      ddl-auto: none
+    show-sql: true
+    properties:
+      hibernate:
+        format_sql: true
+        dialect: org.hibernate.dialect.PostgreSQLDialect
+
+langchain4j:
+  open-ai:
+    chat-model:
+      api-key: ${ZHIPU_API_KEY:61833436cbd642ed844d0128a99b2e89.PTbpERpysO3qSf8w}
+      base-url: https://open.bigmodel.cn/api/paas/v4/
+      model-name: glm-4-plus
+      log-requests: true
+      log-responses: true
+
+server:
+  port: 8080

target/maven-status/maven-compiler-plugin/compile/default-compile/inputFiles.lst

@@ -0,0 +1,17 @@
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/entity/SysDynamicData.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/controller/AgentController.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/config/UserContextHolder.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/controller/DynamicDataController.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/ai/PersistentChatMemoryStore.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/entity/SysEntity.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/ai/CrmTools.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/entity/ChatMemoryEntity.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/controller/SysEntityController.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/AiNativeApplication.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/config/WebMvcConfig.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/repository/SysDynamicDataRepository.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/config/UserInterceptor.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/repository/ChatMemoryRepository.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/repository/SysEntityRepository.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/ai/CrmAgent.java
+/Users/hui/project/ai/backend/src/main/java/com/example/ainative/config/AiConfig.java