diff --git a/safety-eval-infrastructure/src/main/java/org/qinan/safetyeval/infrastructure/utils/ComplianceCheckUtil.java b/safety-eval-infrastructure/src/main/java/org/qinan/safetyeval/infrastructure/utils/ComplianceCheckUtil.java
index f406f5b..a9006b9 100644
--- a/safety-eval-infrastructure/src/main/java/org/qinan/safetyeval/infrastructure/utils/ComplianceCheckUtil.java
+++ b/safety-eval-infrastructure/src/main/java/org/qinan/safetyeval/infrastructure/utils/ComplianceCheckUtil.java
@@ -368,20 +368,12 @@ public class ComplianceCheckUtil {
 
         // 3. 构建人员→可担任专业能力code集合（同一人可能具备多个专业能力）
         Map<Long, Set<String>> personCapabilityMap = new HashMap<>();
-        for (IndustryProfessionalPersonCo industryProfessionalPersonCo : industryProfessionalPersonCos) {
-            Set<String> codeList = personCapabilityMap
-                    .getOrDefault(industryProfessionalPersonCo.getSourcePersonnelId(), new HashSet<>());
-            codeList.add(industryProfessionalPersonCo.getProfessionalCapabilityCode());
-            personCapabilityMap.put(industryProfessionalPersonCo.getSourcePersonnelId()
-                    , codeList);
-        }
-
-        for (OrgPersonnelCertCapabilityComplianceCheckCO industryProfessionalPersonCo : certCapabilityList) {
-            Set<String> codeList = personCapabilityMap
-                    .getOrDefault(industryProfessionalPersonCo.getPersonnelId(), new HashSet<>());
-            codeList.add(industryProfessionalPersonCo.getProfessionalCapabilityCode());
-            personCapabilityMap.put(industryProfessionalPersonCo.getPersonnelId(), codeList);
-        }
+        industryProfessionalPersonCos.forEach(p ->
+                personCapabilityMap.computeIfAbsent(p.getSourcePersonnelId(), k -> new HashSet<>())
+                        .add(p.getProfessionalCapabilityCode()));
+        certCapabilityList.forEach(c ->
+                personCapabilityMap.computeIfAbsent(c.getPersonnelId(), k -> new HashSet<>())
+                        .add(c.getProfessionalCapabilityCode()));
 
 
         // 数据来源：industryProfessionalPersonCos（备案人员自带专业能力）+ certCapabilityList（证书专业能力）