diff --git a/internal/squad/quality_gate.go b/internal/squad/quality_gate.go
index d3249fa7..7d75f6cc 100644
--- a/internal/squad/quality_gate.go
+++ b/internal/squad/quality_gate.go
@@ -54,8 +54,16 @@ func (q *QualityGate) Validate(wsDir string, taskKey string, content string) (*Q
 	tmplData, err := os.ReadFile(tmplPath)
 	if err == nil {
 		expectedHeadings := extractHeadings(string(tmplData))
+		actualHeadings := extractHeadings(content)
 		for _, h := range expectedHeadings {
-			if !strings.Contains(content, h) {
+			found := false
+			for _, act := range actualHeadings {
+				if strings.Contains(act, h) || strings.Contains(h, act) {
+					found = true
+					break
+				}
+			}
+			if !found && !strings.Contains(content, h) {
 				report.MissingSections = append(report.MissingSections, h)
 				report.Violations = append(report.Violations, fmt.Sprintf("缺少必填章节: %s", h))
 				report.Score -= 15.0
@@ -269,12 +277,43 @@ func extractHeadings(md string) []string {
 	for _, line := range lines {
 		trimmed := strings.TrimSpace(line)
 		if strings.HasPrefix(trimmed, "## ") {
-			headings = append(headings, trimmed)
+			raw := strings.TrimPrefix(trimmed, "## ")
+			clean := cleanHeadingTitle(raw)
+			if clean != "" {
+				headings = append(headings, clean)
+			}
 		}
 	}
 	return headings
 }
 
+func cleanHeadingTitle(title string) string {
+	// 去除前缀序号如 "一、", "二、", "1.", "1.1", "（一）" 等
+	t := strings.TrimSpace(title)
+	runes := []rune(t)
+	// 去掉中文序号如 "一、", "二、", "三、", "四、", "五、", "六、", "七、", "八、", "九、", "十、"
+	chineseNums := []string{"一、", "二、", "三、", "四、", "五、", "六、", "七、", "八、", "九、", "十、"}
+	for _, cn := range chineseNums {
+		if strings.HasPrefix(t, cn) {
+			t = strings.TrimPrefix(t, cn)
+			break
+		}
+	}
+	// 去掉数字序号如 "1. ", "1、"
+	for len(runes) > 0 && ((runes[0] >= '0' && runes[0] <= '9') || runes[0] == '.' || runes[0] == '、' || runes[0] == ' ') {
+		t = strings.TrimSpace(string(runes[1:]))
+		runes = []rune(t)
+	}
+	// 去除可能括号后缀
+	if idx := strings.Index(t, "（"); idx > 0 {
+		t = strings.TrimSpace(t[:idx])
+	}
+	if idx := strings.Index(t, "("); idx > 0 {
+		t = strings.TrimSpace(t[:idx])
+	}
+	return strings.TrimSpace(t)
+}
+
 func computeSHA256(filePath string) (string, error) {
 	f, err := os.Open(filePath)
 	if err != nil {
diff --git a/internal/squad/workflow.go b/internal/squad/workflow.go
index bc876ac9..2c91e22b 100644
--- a/internal/squad/workflow.go
+++ b/internal/squad/workflow.go
@@ -348,6 +348,17 @@ func (d *WorkflowDriver) runOneStep(
 	}
 	stepStart := time.Now()
 
+	// 若当前步骤为 leader 审核定稿，且依赖前序专员稿件，先预置 baseline 草稿，供审查与润色
+	if step.Role == "leader" && deliverableName == "output.md" {
+		targetFile := filepath.Join(subDir, deliverableName)
+		if _, err := os.Stat(targetFile); os.IsNotExist(err) && len(step.Needs) > 0 {
+			srcFile := filepath.Join(wsDir, filepath.FromSlash(step.Needs[0]))
+			if srcData, err := os.ReadFile(srcFile); err == nil && len(srcData) > 0 {
+				_ = os.WriteFile(targetFile, srcData, 0o644)
+			}
+		}
+	}
+
 	// 1. 读取 TASK.md 与 AGENTS.md
 	taskData, _ := os.ReadFile(filepath.Join(subDir, "TASK.md"))
 	agentsData, _ := os.ReadFile(filepath.Join(subDir, "AGENTS.md"))