diff --git a/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillLearningPathServiceTest.java b/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillLearningPathServiceTest.java
index c66c110..5143d58 100644
--- a/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillLearningPathServiceTest.java
+++ b/mydreamjob-server/src/test/java/com/mydreamjob/skill/SkillLearningPathServiceTest.java
@@ -48,6 +48,8 @@ class SkillLearningPathServiceTest {
     private static final Long INDUSTRY_ID = 1L;
     private static final Long OCCUPATION_ID = 1L;
     private static final Long CATEGORY_ID = 101L;
+    private static final Long EDUCATION_INDUSTRY_ID = 3L;
+    private static final Long INSTRUCTIONAL_DESIGNER_OCCUPATION_ID = 9L;
 
     @Autowired
     private SkillLearningPathService learningPathService;
@@ -83,6 +85,41 @@ class SkillLearningPathServiceTest {
         });
     }
 
+    @Test
+    void v36LearningPathPreservesMatchOrderAcrossHeatGroupsWhenNameOrderDiffers() {
+        SkillMatchResponse matchResponse = matchService.match(
+                USER_ID, EDUCATION_INDUSTRY_ID, INSTRUCTIONAL_DESIGNER_OCCUPATION_ID, null);
+        SkillLearningPathResponse response = learningPathService.generate(
+                USER_ID, EDUCATION_INDUSTRY_ID, INSTRUCTIONAL_DESIGNER_OCCUPATION_ID, null);
+
+        List<SkillCloudItem> missingSkills = matchResponse.missingSkills();
+        List<String> missingNames = missingSkills.stream()
+                .map(SkillCloudItem::nameZh)
+                .toList();
+        List<Long> missingIds = missingSkills.stream()
+                .map(SkillCloudItem::skillId)
+                .toList();
+        List<BigDecimal> distinctHeats = missingSkills.stream()
+                .map(SkillCloudItem::heat)
+                .distinct()
+                .toList();
+
+        assertThat(missingSkills).hasSize(10);
+        assertThat(distinctHeats.size()).isGreaterThan(1);
+        assertThat(missingNames).isNotEqualTo(missingNames.stream().sorted().toList());
+        assertThat(missingIds).isNotEqualTo(missingIds.stream().sorted().toList());
+        assertThat(response.total()).isEqualTo(missingSkills.size());
+        assertThat(response.items())
+                .extracting(SkillLearningPathItem::skillId)
+                .containsExactlyElementsOf(missingIds);
+        assertThat(response.items())
+                .extracting(SkillLearningPathItem::skillName)
+                .containsExactlyElementsOf(missingNames);
+        assertThat(response.items())
+                .extracting(SkillLearningPathItem::priority)
+                .containsExactly(1, 2, 3, 4, 5, 6, 7, 8, 9, 10);
+    }
+
     @Nested
     class TemplateAndOrderingTests {
 
@@ -96,10 +133,16 @@ class SkillLearningPathServiceTest {
             SkillCloudItem matched = skill(11L, "Matched", "Matched", CATEGORY_ID,
                     "编程语言", new BigDecimal("9.00"));
             List<SkillCloudItem> missing = List.of(
-                    skill(31L, "First", "First", 101L, "编程语言", new BigDecimal("1.00")),
-                    skill(32L, "Second", "Second", 102L, "框架", new BigDecimal("10.00")),
-                    skill(33L, "Third", "Third", 103L, "工具", new BigDecimal("5.00"))
+                    skill(30L, "Skill Z", "Skill Z", 101L, "编程语言", new BigDecimal("1.00")),
+                    skill(10L, "Skill A", "Skill A", 102L, "框架", new BigDecimal("10.00")),
+                    skill(20L, "Skill M", "Skill M", 103L, "工具", new BigDecimal("5.00"))
             );
+            List<String> missingNames = missing.stream()
+                    .map(SkillCloudItem::nameZh)
+                    .toList();
+            List<Long> missingIds = missing.stream()
+                    .map(SkillCloudItem::skillId)
+                    .toList();
             when(matchService.match(USER_ID, INDUSTRY_ID, OCCUPATION_ID, null))
                     .thenReturn(matchResponse(List.of(matched), missing));
             stubCategory(101L, "PROGRAMMING_LANGUAGE");
@@ -109,15 +152,17 @@ class SkillLearningPathServiceTest {
             SkillLearningPathResponse response = service.generate(USER_ID, INDUSTRY_ID, OCCUPATION_ID, null);
 
             assertThat(response.total()).isEqualTo(3);
+            assertThat(missingNames).isNotEqualTo(missingNames.stream().sorted().toList());
+            assertThat(missingIds).isNotEqualTo(missingIds.stream().sorted().toList());
             assertThat(response.items())
                     .extracting(SkillLearningPathItem::skillId)
-                    .containsExactly(31L, 32L, 33L);
+                    .containsExactly(30L, 10L, 20L);
             assertThat(response.items())
                     .extracting(SkillLearningPathItem::priority)
                     .containsExactly(1, 2, 3);
             assertThat(response.items())
                     .extracting(SkillLearningPathItem::skillName)
-                    .containsExactly("First", "Second", "Third");
+                    .containsExactly("Skill Z", "Skill A", "Skill M");
             assertThat(response.items())
                     .noneMatch(item -> item.skillId().equals(matched.skillId()));
             verify(matchService).match(USER_ID, INDUSTRY_ID, OCCUPATION_ID, null);