diff --git a/src/main/java/com/project/classicpaper/domain/service/impl/AlgorithmClassicPaperQuestionGenerator.java b/src/main/java/com/project/classicpaper/domain/service/impl/AlgorithmClassicPaperQuestionGenerator.java
new file mode 100644
index 0000000..ae5107f
--- /dev/null
+++ b/src/main/java/com/project/classicpaper/domain/service/impl/AlgorithmClassicPaperQuestionGenerator.java
@@ -0,0 +1,103 @@
+package com.project.classicpaper.domain.service.impl;
+
+import com.project.classicpaper.domain.service.ClassicPaperQuestionGenerator;
+import com.project.information.domain.entity.KnowledgePointEntity;
+import com.project.interaction.domain.dto.GenerateQuestionRequestDTO;
+import com.project.interaction.domain.dto.GenerateQuestionResponseDTO;
+import com.project.question.domain.entity.QuestionEntity;
+import com.project.task.domain.enums.QuestionTypeEnum;
+import jakarta.annotation.Resource;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Value;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
+import org.springframework.stereotype.Component;
+import org.springframework.web.reactive.function.client.WebClient;
+import org.springframework.web.reactive.function.client.WebClientResponseException;
+import reactor.core.publisher.Mono;
+
+import java.nio.charset.StandardCharsets;
+import java.time.Duration;
+import java.util.*;
+import java.util.stream.Collectors;
+
+/**
+ * 算法服务实现：经典套卷生题
+ * 发送请求到算法服务，算法接受后异步回调 /api/milvus/insert
+ */
+@Component
+@ConditionalOnProperty(value = "classicpaper.algorithm.enabled", havingValue = "true")
+@Slf4j
+public class AlgorithmClassicPaperQuestionGenerator implements ClassicPaperQuestionGenerator {
+
+    @Resource(name = "algorithmWebClient")
+    private WebClient algorithmWebClient;
+
+    /** 算法服务生题 URL（待确认） */
+    @Value("${algo.classicPaperGenerateUrl:/v1/generate/questions_from_cluster}")
+    private String generateUrl;
+
+    @Value("${algo.apiUrl:http://172.16.25.174:8000}")
+    private String apiUrl;
+
+    @Override
+    public List<QuestionEntity> generate(List<KnowledgePointEntity> knowledgePoints,
+                                          QuestionTypeEnum questionType, int count) throws Exception {
+        // 同步生题暂不支持，走降级
+        throw new UnsupportedOperationException("请使用 generateAsync 异步方式");
+    }
+
+    @Override
+    public String generateAsync(Long paperQuestionId,
+                                List<KnowledgePointEntity> knowledgePoints,
+                                QuestionTypeEnum questionType,
+                                int count) throws Exception {
+        List<String> sourceTexts = knowledgePoints.stream()
+                .map(kp -> kp.getContent() != null ? kp.getContent() : "")
+                .collect(Collectors.toList());
+        List<Long> sourceIds = knowledgePoints.stream()
+                .map(KnowledgePointEntity::getId)
+                .collect(Collectors.toList());
+
+        GenerateQuestionRequestDTO request = GenerateQuestionRequestDTO.builder()
+                .bizKey("PQ:" + paperQuestionId)
+                .numQuestions(count)
+                .questionTypes(Collections.singletonList(questionType.name().toLowerCase()))
+                .cluster(GenerateQuestionRequestDTO.ClusterInfo.builder()
+                        .sourceText(sourceTexts)
+                        .sourceId(sourceIds)
+                        .products(knowledgePoints.get(0).getParseName())
+                        .build())
+                .build();
+
+        log.info(">>> [经典套题-算法] 发送生题请求, paperQuestionId={}, 题型={}, 数量={}",
+                paperQuestionId, questionType, count);
+
+        try {
+            GenerateQuestionResponseDTO response = algorithmWebClient.post()
+                    .uri(apiUrl + generateUrl)
+                    .bodyValue(request)
+                    .retrieve()
+                    .onStatus(
+                            status -> !status.is2xxSuccessful(),
+                            resp -> resp.bodyToMono(String.class)
+                                    .flatMap(body -> Mono.error(WebClientResponseException.create(
+                                            resp.statusCode().value(), "",
+                                            resp.headers().asHttpHeaders(),
+                                            body.getBytes(), StandardCharsets.UTF_8
+                                    )))
+                    )
+                    .bodyToMono(GenerateQuestionResponseDTO.class)
+                    .timeout(Duration.ofSeconds(30))
+                    .block();
+
+            String taskId = response != null ? response.getTaskId() : UUID.randomUUID().toString();
+            log.info(">>> [经典套题-算法] 请求已接受, paperQuestionId={}, taskId={}",
+                    paperQuestionId, taskId);
+            return taskId;
+
+        } catch (Exception e) {
+            log.error(">>> [经典套题-算法] 请求失败, paperQuestionId={}", paperQuestionId, e);
+            throw e;
+        }
+    }
+}
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