diff --git a/kb_pipeline/platforms/bilibili.py b/kb_pipeline/platforms/bilibili.py
index 2682a6e..962e7bb 100644
--- a/kb_pipeline/platforms/bilibili.py
+++ b/kb_pipeline/platforms/bilibili.py
@@ -461,26 +461,17 @@ class BilibiliAdapter(PlatformAdapter):
         return "video"
 
     def _sanitize_filename(self, title: str, bvid: str) -> str:
-        """Sanitize title for use as filename.
+        """Generate standardized filename for video download.
 
         Args:
-            title: Video title
-            bvid: Video BV号 for fallback
+            title: Video title (unused, kept for API compatibility)
+            bvid: Video BV号
 
         Returns:
-            Safe filename string
+            Standardized filename in format "bilibili_{bvid}"
         """
-        # Keep alphanumeric, spaces, and common Chinese-safe chars
-        safe_title = "".join(
-            c for c in title
-            if c.isalnum() or c in (' ', '-', '_', '丨', '｜')
-        ).strip()[:50]
-
-        # Use bvid if title is empty
-        if not safe_title:
-            safe_title = f"video_{bvid}"
-
-        return safe_title
+        # Use standardized naming convention: platform_bvid
+        return f"bilibili_{bvid}"
 
     def _create_cookie_file(self, cookie: str) -> str:
         """Create Netscape format cookie file for yt-dlp.
diff --git a/kb_pipeline/processors/analyze.py b/kb_pipeline/processors/analyze.py
index 8d46e01..ba00a36 100644
--- a/kb_pipeline/processors/analyze.py
+++ b/kb_pipeline/processors/analyze.py
@@ -226,6 +226,28 @@ class AnalyzeProcessor(BaseProcessor):
             base_url=base_url
         )
 
+    def _normalize_metadata(self, metadata: Dict) -> Dict:
+        """标准化元数据结构（扁平化嵌套结构）
+
+        Args:
+            metadata: 原始元数据字典，可能是嵌套结构
+
+        Returns:
+            扁平化的元数据字典
+        """
+        if not metadata:
+            return {}
+
+        # 如果已经是扁平结构（顶层有 title）
+        if 'title' in metadata:
+            return metadata
+
+        # 处理嵌套结构 {metadata: {...}, stats: {...}}
+        if 'metadata' in metadata:
+            return metadata['metadata'].copy()
+
+        return metadata
+
     def _write_analysis_report(
         self,
         output_path: Path,
@@ -243,8 +265,11 @@ class AnalyzeProcessor(BaseProcessor):
         """
         from kb_deep_analyzer.deep_analyzer import generate_frontmatter
 
+        # 标准化元数据（扁平化嵌套结构）
+        normalized_metadata = self._normalize_metadata(metadata)
+
         # 生成 frontmatter
-        frontmatter = generate_frontmatter(metadata, result, content_type)
+        frontmatter = generate_frontmatter(normalized_metadata, result, content_type)
 
         # 获取完整分析内容
         full_analysis = result.full_analysis