diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/EvaluationReportController.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/EvaluationReportController.java
index e626fc6b11..dd781ee6be 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/EvaluationReportController.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/EvaluationReportController.java
@@ -14,6 +14,7 @@ import jakarta.servlet.http.*;
 import java.util.*;
 import java.util.stream.Collectors;
 import java.io.IOException;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
 
 import cn.iocoder.yudao.framework.common.pojo.PageParam;
 import cn.iocoder.yudao.framework.common.pojo.PageResult;
@@ -214,6 +215,21 @@ public class EvaluationReportController {
         return success(data);
     }
 
+    @GetMapping(value = "/dimension/stream-generate", produces = "text/event-stream;charset=UTF-8")
+    @Operation(summary = "流式生成维度评估内容（SSE）")
+    @Parameter(name = "dimensionId", description = "维度ID", required = true)
+    @Parameter(name = "prisonerId", description = "罪犯ID", required = true)
+    @Parameter(name = "customPrompt", description = "自定义提示词（可选）")
+    @Parameter(name = "systemPrompt", description = "系统提示词（可选）")
+    @PreAuthorize("@ss.hasPermission('prison:evaluation-report:dimension:create')")
+    public SseEmitter streamGenerateDimension(
+            @RequestParam("dimensionId") Long dimensionId,
+            @RequestParam("prisonerId") Long prisonerId,
+            @RequestParam(value = "customPrompt", required = false) String customPrompt,
+            @RequestParam(value = "systemPrompt", required = false) String systemPrompt) {
+        return evaluationReportService.streamGenerateDimension(dimensionId, prisonerId, customPrompt, systemPrompt);
+    }
+
     // ========== 评估报告管理 ==========
 
     @PostMapping("/report/create")
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/vo/EvaluationDimensionDataSaveReqVO.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/vo/EvaluationDimensionDataSaveReqVO.java
index 49d937a4f3..407aeffab3 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/vo/EvaluationDimensionDataSaveReqVO.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/evaluationreport/vo/EvaluationDimensionDataSaveReqVO.java
@@ -30,8 +30,7 @@ public class EvaluationDimensionDataSaveReqVO {
     @Schema(description = "维度类型：1-心理测评 2-行为表现 3-教育改造 4-劳动表现 5-人际交往 6-自评/他评")
     private Integer dimensionType;
 
-    @Schema(description = "得分", requiredMode = Schema.RequiredMode.REQUIRED)
-    @NotNull(message = "得分不能为空")
+    @Schema(description = "得分")
     private BigDecimal score;
 
     @Schema(description = "满分")
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/ReportController.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/ReportController.java
index 1d5e740ed2..8038b72335 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/ReportController.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/ReportController.java
@@ -48,7 +48,7 @@ public class ReportController {
     @PutMapping("/update")
     @Operation(summary = "更新评估报告")
     @PreAuthorize("@ss.hasPermission('prison:report:update')")
-    public CommonResult<Boolean> updateReport(@Valid @RequestBody ReportSaveReqVO updateReqVO) {
+    public CommonResult<Boolean> updateReport(@Valid @RequestBody ReportUpdateReqVO updateReqVO) {
         reportService.updateReport(updateReqVO);
         return success(true);
     }
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/vo/ReportUpdateReqVO.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/vo/ReportUpdateReqVO.java
new file mode 100644
index 0000000000..d79b79e718
--- /dev/null
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/controller/admin/report/vo/ReportUpdateReqVO.java
@@ -0,0 +1,37 @@
+package cn.iocoder.yudao.module.prison.controller.admin.report.vo;
+
+import io.swagger.v3.oas.annotations.media.Schema;
+import jakarta.validation.constraints.NotNull;
+import lombok.*;
+import java.util.*;
+
+@Schema(description = "管理后台 - 评估报告更新 Request VO")
+@Data
+@Builder
+@NoArgsConstructor
+@AllArgsConstructor
+public class ReportUpdateReqVO {
+
+    @Schema(description = "报告ID", requiredMode = Schema.RequiredMode.REQUIRED, example = "1")
+    @NotNull(message = "报告ID不能为空")
+    private Long id;
+
+    @Schema(description = "维度内容，JSON格式")
+    private String dimensions;
+
+    @Schema(description = "综合结论")
+    private String conclusion;
+
+    @Schema(description = "改造建议")
+    private String suggestions;
+
+    @Schema(description = "风险等级：1-低风险 2-中风险 3-高风险 4-极高风险")
+    private Integer riskLevel;
+
+    @Schema(description = "状态：1-草稿 2-待审核 3-已通过 4-已退回")
+    private Integer status;
+
+    @Schema(description = "备注")
+    private String remark;
+
+}
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportService.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportService.java
index 5860d8ffb2..d3d980f73f 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportService.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportService.java
@@ -5,6 +5,7 @@ import jakarta.validation.*;
 import cn.iocoder.yudao.module.prison.controller.admin.evaluationreport.vo.*;
 import cn.iocoder.yudao.module.prison.dal.dataobject.evaluationreport.*;
 import cn.iocoder.yudao.module.prison.service.evaluationreport.dto.DimensionDataSourcesRespDTO;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
 import cn.iocoder.yudao.framework.common.pojo.PageResult;
 import cn.iocoder.yudao.framework.common.pojo.PageParam;
 
@@ -220,4 +221,15 @@ public interface EvaluationReportService {
      */
     List<ReportCommentDO> getCommentsByDimensionId(Long dimensionId);
 
+    // ========== 流式生成 ==========
+
+    /**
+     * 流式生成维度评估内容（SSE）
+     * @param dimensionId 维度ID
+     * @param prisonerId 罪犯ID
+     * @param customPrompt 自定义提示词（可选）
+     * @return SseEmitter 用于 SSE 流式响应
+     */
+    SseEmitter streamGenerateDimension(Long dimensionId, Long prisonerId, String customPrompt, String systemPrompt);
+
 }
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportServiceImpl.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportServiceImpl.java
index df950579e6..299ad61ade 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportServiceImpl.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/evaluationreport/EvaluationReportServiceImpl.java
@@ -16,6 +16,8 @@ import java.util.stream.Collectors;
 import cn.iocoder.yudao.module.prison.controller.admin.evaluationreport.vo.*;
 import cn.iocoder.yudao.module.prison.dal.dataobject.evaluationreport.*;
 import cn.iocoder.yudao.module.prison.service.evaluationreport.dto.DimensionDataSourcesRespDTO;
+import cn.iocoder.yudao.module.prison.service.riskassessment.llm.LlmClient;
+import cn.iocoder.yudao.module.prison.service.riskassessment.llm.LlmClientFactory;
 import cn.iocoder.yudao.framework.common.pojo.PageResult;
 import cn.iocoder.yudao.framework.common.pojo.PageParam;
 import cn.iocoder.yudao.framework.common.util.object.BeanUtils;
@@ -28,6 +30,8 @@ import cn.iocoder.yudao.module.prison.dal.mysql.evaluationreport.EvaluationDimen
 import cn.iocoder.yudao.module.prison.dal.mysql.evaluationreport.ReportCommentMapper;
 
 import cn.iocoder.yudao.module.prison.dal.mysql.PrisonerMapper;
+import org.springframework.http.MediaType;
+import java.nio.charset.StandardCharsets;
 import cn.iocoder.yudao.module.prison.dal.mysql.area.AreaMapper;
 import cn.iocoder.yudao.module.prison.dal.mysql.consumption.ConsumptionMapper;
 import cn.iocoder.yudao.module.prison.dal.mysql.score.ScoreMapper;
@@ -43,6 +47,9 @@ import cn.iocoder.yudao.module.prison.dal.dataobject.questionnairerecord.Questio
 import cn.iocoder.yudao.module.prison.dal.dataobject.riskassessment.RiskAssessmentDO;
 
 import cn.iocoder.yudao.framework.mybatis.core.query.LambdaQueryWrapperX;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+
+import cn.hutool.core.thread.ThreadUtil;
 
 import static cn.iocoder.yudao.framework.common.exception.util.ServiceExceptionUtil.exception;
 import static cn.iocoder.yudao.module.prison.enums.ErrorCodeConstants.*;
@@ -60,6 +67,11 @@ import static cn.iocoder.yudao.module.prison.enums.EvaluationAiStatusEnum.PENDIN
 @Validated
 public class EvaluationReportServiceImpl implements EvaluationReportService {
 
+    /**
+     * UTF-8 编码的 TEXT_PLAIN MediaType，用于 SSE 中文内容发送
+     */
+    private static final MediaType UTF8_TEXT_PLAIN = new MediaType(MediaType.TEXT_PLAIN, StandardCharsets.UTF_8);
+
     @Resource
     private EvaluationTemplateMapper templateMapper;
 
@@ -93,6 +105,9 @@ public class EvaluationReportServiceImpl implements EvaluationReportService {
     @Resource
     private RiskAssessmentMapper riskAssessmentMapper;
 
+    @Resource
+    private LlmClientFactory llmClientFactory;
+
     // ========== 模板管理 ==========
 
     @Override
@@ -623,4 +638,245 @@ public class EvaluationReportServiceImpl implements EvaluationReportService {
         }
     }
 
+    // ========== 流式生成 ==========
+
+    @Override
+    public SseEmitter streamGenerateDimension(Long dimensionId, Long prisonerId, String customPrompt, String systemPrompt) {
+        // 创建 SSE 发射器，设置超时时间为 5 分钟
+        SseEmitter emitter = new SseEmitter(5 * 60 * 1000L);
+
+        // 获取维度配置和数据源
+        EvaluationDimensionDO dimension = dimensionMapper.selectById(dimensionId);
+        if (dimension == null) {
+            sendError(emitter, "维度不存在");
+            return emitter;
+        }
+
+        // 获取数据源
+        DimensionDataSourcesRespDTO dataSources = getDimensionDataSources(dimensionId, prisonerId);
+
+        // 在独立线程中执行流式生成，避免阻塞主线程
+        ThreadUtil.execute(() -> {
+            try {
+                // 发送开始事件 - 包含维度基本信息
+                Map<String, Object> startData = new LinkedHashMap<>();
+                startData.put("status", "started");
+                startData.put("dimensionId", dimensionId);
+                startData.put("dimensionName", dimension.getName());
+                startData.put("description", dimension.getDescription());
+                emitter.send(SseEmitter.event()
+                        .name("start")
+                        .data(cn.hutool.json.JSONUtil.toJsonStr(startData), MediaType.APPLICATION_JSON));
+
+                // 流式发送结构化数据段落
+                streamSendStructuredContent(emitter, dimension, dataSources, customPrompt, systemPrompt);
+
+                // 发送完成事件
+                emitter.send(SseEmitter.event()
+                        .name("complete")
+                        .data("{\"status\":\"completed\"}", MediaType.APPLICATION_JSON));
+
+                emitter.complete();
+
+            } catch (Exception e) {
+                sendError(emitter, "生成失败: " + e.getMessage());
+            }
+        });
+
+        // 设置超时和错误处理
+        emitter.onTimeout(() -> sendError(emitter, "生成超时"));
+        emitter.onError(e -> sendError(emitter, "生成错误: " + e.getMessage()));
+
+        return emitter;
+    }
+
+    /**
+     * 流式发送结构化内容
+     * 每个数据段落作为独立的 section 事件发送，前端可自行决定渲染方式
+     */
+    private void streamSendStructuredContent(SseEmitter emitter,
+                                              EvaluationDimensionDO dimension,
+                                              DimensionDataSourcesRespDTO dataSources,
+                                              String customPrompt,
+                                              String systemPrompt) throws Exception {
+        // 如果有自定义提示词，发送
+        if (StrUtil.isNotBlank(customPrompt)) {
+            sendSection(emitter, "analysis", "custom", "自定义评估要求", Map.of("content", customPrompt));
+        }
+
+        // 罪犯基本信息
+        Map<String, Object> prisoner = dataSources.getPrisoner();
+        if (prisoner != null && !prisoner.isEmpty()) {
+            sendSection(emitter, "analysis", "prisoner", "罪犯基本信息", prisoner);
+        }
+
+        // 消费数据
+        Map<String, Object> consumptionSummary = dataSources.getConsumptionSummary();
+        if (consumptionSummary != null && !consumptionSummary.isEmpty()) {
+            sendSection(emitter, "analysis", "consumption", "消费情况", consumptionSummary);
+        }
+
+        // 计分考核数据
+        Map<String, Object> scoreSummary = dataSources.getScoreSummary();
+        if (scoreSummary != null && !scoreSummary.isEmpty()) {
+            sendSection(emitter, "analysis", "score", "计分考核情况", scoreSummary);
+        }
+
+        // 风险评估数据
+        Map<String, Object> riskAssessment = dataSources.getRiskAssessment();
+        if (riskAssessment != null && !riskAssessment.isEmpty()) {
+            sendSection(emitter, "analysis", "risk", "风险评估情况", riskAssessment);
+        }
+
+        // 问卷数据
+        List<Map<String, Object>> questionnaireRecords = dataSources.getQuestionnaireRecords();
+        if (questionnaireRecords != null && !questionnaireRecords.isEmpty()) {
+            sendSection(emitter, "analysis", "questionnaire", "问卷测评情况", Map.of("records", questionnaireRecords));
+        }
+
+        // 生成最终内容（优先调用 LLM，失败则降级为规则生成）
+        String summary = generateSummaryByLlm(dimension, dataSources, customPrompt, systemPrompt);
+        if (StrUtil.isBlank(summary)) {
+            summary = generateSummary(dimension, dataSources);
+        }
+        String finalTitle = StrUtil.isNotBlank(dimension.getName()) ? dimension.getName() : "生成结果";
+        sendSection(emitter, "final", "summary", finalTitle, Map.of("content", summary));
+    }
+
+    /**
+     * 发送单个数据段落
+     */
+    private void sendSection(SseEmitter emitter, String type, String key, String title, Map<String, Object> data) throws Exception {
+        Map<String, Object> section = new LinkedHashMap<>();
+        section.put("type", type);
+        section.put("key", key);
+        section.put("title", title);
+        section.put("data", data);
+        
+        emitter.send(SseEmitter.event()
+                .name("section")
+                .data(cn.hutool.json.JSONUtil.toJsonStr(section), MediaType.APPLICATION_JSON));
+        
+        // 模拟流式延迟
+        ThreadUtil.sleep(100);
+    }
+
+    /**
+     * 生成综合分析建议
+     * TODO: 后续可接入AI模型生成更智能的分析
+     */
+    private String generateSummary(EvaluationDimensionDO dimension, DimensionDataSourcesRespDTO dataSources) {
+        StringBuilder summary = new StringBuilder();
+        summary.append("根据以上数据分析，");
+        
+        // 根据数据情况生成不同的建议
+        Map<String, Object> scoreSummary = dataSources.getScoreSummary();
+        if (scoreSummary != null) {
+            Object totalScore = scoreSummary.get("totalScore");
+            if (totalScore != null) {
+                double score = Double.parseDouble(totalScore.toString());
+                if (score >= 1500) {
+                    summary.append("该罪犯计分考核表现优秀，");
+                } else if (score >= 1000) {
+                    summary.append("该罪犯计分考核表现良好，");
+                } else {
+                    summary.append("该罪犯计分考核表现一般，需加强关注，");
+                }
+            }
+        }
+        
+        summary.append("建议继续保持良好的改造状态，积极参与各项劳动和学习活动。");
+        return summary.toString();
+    }
+
+    /**
+     * 调用 LLM 生成综合分析建议
+     */
+    private String generateSummaryByLlm(EvaluationDimensionDO dimension,
+                                        DimensionDataSourcesRespDTO dataSources,
+                                        String customPrompt,
+                                        String systemPrompt) {
+        try {
+            LlmClient client = llmClientFactory.getAssessmentClient();
+            LlmClient.LlmOptions options = LlmClient.LlmOptions.assessmentOptions();
+            options.setJsonMode(false);
+            options.setTemperature(0.3f);
+            options.setMaxTokens(1024);
+            if (StrUtil.isNotBlank(systemPrompt)) {
+                options.setSystemPrompt(systemPrompt);
+            }
+
+            String prompt = buildLlmPrompt(dimension, dataSources, customPrompt, systemPrompt);
+            String result = client.complete(prompt, options);
+            result = sanitizeLlmOutput(result);
+            return StrUtil.isBlank(result) ? null : result;
+        } catch (Exception e) {
+            return null;
+        }
+    }
+
+    private String buildLlmPrompt(EvaluationDimensionDO dimension,
+                                  DimensionDataSourcesRespDTO dataSources,
+                                  String customPrompt,
+                                  String systemPrompt) {
+        StringBuilder prompt = new StringBuilder();
+        if (StrUtil.isNotBlank(customPrompt)) {
+            prompt.append(customPrompt).append("\n");
+        }
+        // 仅追加数据本身，提示词由前端完全控制
+        prompt.append(cn.hutool.json.JSONUtil.toJsonStr(buildLlmDataSummary(dataSources)));
+        return prompt.toString();
+    }
+
+    private String sanitizeLlmOutput(String text) {
+        if (text == null) {
+            return null;
+        }
+        // 去除模型的思考过程
+        String cleaned = text.replaceAll("(?s)<think>.*?</think>", "");
+        // 去除“综合分析建议”标题或前缀
+        cleaned = cleaned.replaceAll("(?m)^\\s*#+\\s*综合分析建议\\s*$", "");
+        cleaned = cleaned.replaceAll("(?m)^\\s*综合分析建议\\s*[:：]\\s*", "");
+        // 去除多余空行
+        cleaned = cleaned.replaceAll("(?m)^\\s*$\\n", "");
+        return cleaned.trim();
+    }
+
+    private Map<String, Object> buildLlmDataSummary(DimensionDataSourcesRespDTO dataSources) {
+        Map<String, Object> summary = new LinkedHashMap<>();
+        summary.put("prisoner", dataSources.getPrisoner());
+        summary.put("consumptionSummary", dataSources.getConsumptionSummary());
+        summary.put("scoreSummary", dataSources.getScoreSummary());
+        summary.put("riskAssessment", dataSources.getRiskAssessment());
+        summary.put("laborData", dataSources.getLaborData());
+        summary.put("familyData", dataSources.getFamilyData());
+        summary.put("psychologyData", dataSources.getPsychologyData());
+        summary.put("questionnaireCount", dataSources.getQuestionnaireRecords() == null ? 0 : dataSources.getQuestionnaireRecords().size());
+        summary.put("violationCount", dataSources.getViolationRecords() == null ? 0 : dataSources.getViolationRecords().size());
+        summary.put("rewardCount", dataSources.getRewardRecords() == null ? 0 : dataSources.getRewardRecords().size());
+        summary.put("visitCount", dataSources.getVisitRecords() == null ? 0 : dataSources.getVisitRecords().size());
+        return summary;
+    }
+
+    /**
+     * 发送错误事件
+     * 注意：不使用 completeWithError，因为它会抛出异常导致 Spring Security 的异步处理出错
+     */
+    private void sendError(SseEmitter emitter, String errorMessage) {
+        try {
+            emitter.send(SseEmitter.event()
+                    .name("error")
+                    .data("{\"status\":\"error\",\"message\":\"" + errorMessage + "\"}", MediaType.APPLICATION_JSON));
+            // 使用 complete() 而不是 completeWithError()，避免抛出异常
+            emitter.complete();
+        } catch (Exception e) {
+            // 如果发送失败，静默完成
+            try {
+                emitter.complete();
+            } catch (Exception ignored) {
+                // 忽略，emitter 可能已经完成或超时
+            }
+        }
+    }
+
 }
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/ReportService.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/ReportService.java
index 848bf3e2d0..6472c5f9f6 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/ReportService.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/ReportService.java
@@ -26,7 +26,7 @@ public interface ReportService {
      *
      * @param updateReqVO 更新信息
      */
-    void updateReport(@Valid ReportSaveReqVO updateReqVO);
+    void updateReport(@Valid ReportUpdateReqVO updateReqVO);
 
     /**
      * 删除评估报告
diff --git a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/impl/ReportServiceImpl.java b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/impl/ReportServiceImpl.java
index b8eee7193c..cbc2e1cb17 100644
--- a/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/impl/ReportServiceImpl.java
+++ b/yudao-module-prison/src/main/java/cn/iocoder/yudao/module/prison/service/report/impl/ReportServiceImpl.java
@@ -42,7 +42,7 @@ public class ReportServiceImpl implements ReportService {
 
     @Override
     @Transactional(rollbackFor = Exception.class)
-    public void updateReport(ReportSaveReqVO updateReqVO) {
+    public void updateReport(ReportUpdateReqVO updateReqVO) {
         // 校验存在
         validateReportExists(updateReqVO.getId());
         // 更新
diff --git a/yudao-server/pom.xml b/yudao-server/pom.xml
index 7d03bc6372..b2e1247ba1 100644
--- a/yudao-server/pom.xml
+++ b/yudao-server/pom.xml
@@ -129,6 +129,13 @@
             <optional>true</optional>
         </dependency>
 
+        <!-- 开发工具 - 热启动 -->
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-devtools</artifactId>
+            <optional>true</optional>
+        </dependency>
+
         <!-- 服务保障相关 -->
         <dependency>
             <groupId>cn.iocoder.boot</groupId>
diff --git a/yudao-server/src/main/resources/application-local.yaml b/yudao-server/src/main/resources/application-local.yaml
index cfc21241f8..5a1fe2e78f 100644
--- a/yudao-server/src/main/resources/application-local.yaml
+++ b/yudao-server/src/main/resources/application-local.yaml
@@ -9,6 +9,14 @@ spring:
       - org.springframework.boot.autoconfigure.quartz.QuartzAutoConfiguration # 默认 local 环境，不开启 Quartz 的自动配置
       - org.springframework.ai.vectorstore.qdrant.autoconfigure.QdrantVectorStoreAutoConfiguration # 禁用 AI 模块的 Qdrant，手动创建
       - org.springframework.ai.vectorstore.milvus.autoconfigure.MilvusVectorStoreAutoConfiguration # 禁用 AI 模块的 Milvus，手动创建
+  # DevTools 配置 - 热启动优化
+  devtools:
+    restart:
+      enabled: true # 启用热启动
+      additional-exclude: static/**,public/**,templates/**,logs/** # 排除静态资源目录，提高重启速度
+      additional-paths: src/main # 只监控源码目录
+    livereload:
+      enabled: true # 启用浏览器自动刷新
   # 数据源配置项
   datasource:
     druid: # Druid 【监控】相关的全局配置