diff --git a/frontend/index.html b/frontend/index.html
index eb73e89..46224fa 100644
--- a/frontend/index.html
+++ b/frontend/index.html
@@ -339,7 +339,7 @@
             // Custom content
             const customContent = document.getElementById('custom-content').value.trim();
             if (customContent) {
-                parts.push(`## 用户自定义内容\n\n${customContent}`);
+                parts.push(`## 自定义内容\n\n${customContent}`);
             }
 
             // Tag constraints
@@ -352,7 +352,7 @@
                 tagConstraints.push(`- ${option.constraint_text}`);
             }
             if (tagConstraints.length > 0) {
-                parts.push(`## 标签约束\n\n${tagConstraints.join('\n')}`);
+                parts.push(`## 约束\n\n${tagConstraints.join('\n')}`);
             }
 
             // Snippets
@@ -361,18 +361,18 @@
                     .sort((a, b) => a.sortOrder - b.sortOrder)
                     .map(s => {
                         const snippet = allSnippets.find(sn => sn.id === s.snippetId);
-                        return snippet ? `--- 片段: ${snippet.name} ---\n${snippet.content}` : '';
+                        return snippet ? `--- ${snippet.name} ---\n${snippet.content}` : '';
                     })
                     .filter(Boolean);
                 if (snippetParts.length > 0) {
-                    parts.push(`## 片段内容\n\n${snippetParts.join('\n\n')}`);
+                    parts.push(`## 参考片段\n\n${snippetParts.join('\n\n')}`);
                 }
             }
 
             // Suggestions
             const adoptedSuggestions = suggestions.filter(s => s.adopted);
             if (adoptedSuggestions.length > 0) {
-                parts.push(`## 智能建议补充\n\n${adoptedSuggestions.map(s => s.constraint_text).join('\n')}`);
+                parts.push(`## 补充建议\n\n${adoptedSuggestions.map(s => s.constraint_text).join('\n')}`);
             }
 
             const preview = parts.length > 0 ? parts.join('\n\n') : '选择标签和片段后，这里将实时预览最终的 Prompt...';
diff --git a/internal/handlers/builder.go b/internal/handlers/builder.go
index bab6b88..6cff577 100644
--- a/internal/handlers/builder.go
+++ b/internal/handlers/builder.go
@@ -210,7 +210,7 @@ func AssemblePrompt(projectName string, customContent string, tagOptions []model
 
 	// Custom content
 	if customContent != "" {
-		parts = append(parts, fmt.Sprintf("## 用户自定义内容\n\n%s", customContent))
+		parts = append(parts, fmt.Sprintf("## 自定义内容\n\n%s", customContent))
 	}
 
 	// Tag constraints
@@ -219,21 +219,21 @@ func AssemblePrompt(projectName string, customContent string, tagOptions []model
 		for _, opt := range tagOptions {
 			constraints = append(constraints, fmt.Sprintf("- %s", opt.ConstraintText))
 		}
-		parts = append(parts, fmt.Sprintf("## 标签约束\n\n%s", strings.Join(constraints, "\n")))
+		parts = append(parts, fmt.Sprintf("## 约束\n\n%s", strings.Join(constraints, "\n")))
 	}
 
 	// Snippets
 	if len(snippets) > 0 {
 		var snippetParts []string
 		for _, s := range snippets {
-			snippetParts = append(snippetParts, fmt.Sprintf("--- 片段: %s ---\n%s", s.Name, s.Content))
+			snippetParts = append(snippetParts, fmt.Sprintf("--- %s ---\n%s", s.Name, s.Content))
 		}
-		parts = append(parts, fmt.Sprintf("## 片段内容\n\n%s", strings.Join(snippetParts, "\n\n")))
+		parts = append(parts, fmt.Sprintf("## 参考片段\n\n%s", strings.Join(snippetParts, "\n\n")))
 	}
 
 	// Suggestions
 	if len(suggestions) > 0 {
-		parts = append(parts, fmt.Sprintf("## 智能建议补充\n\n%s", strings.Join(suggestions, "\n")))
+		parts = append(parts, fmt.Sprintf("## 补充建议\n\n%s", strings.Join(suggestions, "\n")))
 	}
 
 	return strings.Join(parts, "\n\n")