diff --git a/plugins/message_summary/main.py b/plugins/message_summary/main.py
index a73bb52..4f26519 100644
--- a/plugins/message_summary/main.py
+++ b/plugins/message_summary/main.py
@@ -516,11 +516,393 @@ class MessageSummaryPlugin(MessagePluginInterface):
         rendered = "".join(html_parts)
         return cls._sanitize_rendered_html(rendered)
 
-    def _render_summary_template_html(self, group_name: str, summary_text: str) -> str:
+    @staticmethod
+    def _strip_markdown_inline(text: str) -> str:
+        """清理行内 Markdown 标记，输出可直接展示的纯文本。
+
+        设计说明：
+        1. 仅处理常见行内语法（粗体/斜体/代码/链接），避免把模板渲染复杂度继续堆高；
+        2. 不在这里做 HTML 生成，保证“结构化渲染层”始终输出纯文本；
+        3. 处理后再交给模板做自动转义，避免注入风险。
+        """
+        cleaned = str(text or "").strip()
+        if not cleaned:
+            return ""
+        # 图片语法：![alt](url) -> alt
+        cleaned = re.sub(r"!\[([^\]]*)\]\([^)]+\)", r"\1", cleaned)
+        # 链接语法：[text](url) -> text
+        cleaned = re.sub(r"\[([^\]]+)\]\([^)]+\)", r"\1", cleaned)
+        # 行内代码：`code` -> code
+        cleaned = re.sub(r"`([^`]+)`", r"\1", cleaned)
+        # 粗体/斜体标记清理
+        cleaned = re.sub(r"(\*\*|__)(.*?)\1", r"\2", cleaned)
+        cleaned = re.sub(r"(\*|_)(.*?)\1", r"\2", cleaned)
+        # 删除零宽字符，避免昵称或内容出现布局异常。
+        cleaned = re.sub(r"[\u200b-\u200f\u2060\ufeff]", "", cleaned)
+        return cleaned.strip()
+
+    @classmethod
+    def _extract_llm_payload_text(cls, summary_text: str) -> str:
+        """从 LLM 返回文本中提取真正的总结正文。
+
+        兼容场景：
+        1. 直接返回 Markdown 正文；
+        2. 返回 JSON 字符串（如 {"text":"..."}）；
+        3. 返回被双引号包裹且含转义换行的字符串。
+        """
+        text = str(summary_text or "").strip()
+        if not text:
+            return ""
+
+        # 第一层：尝试按 JSON 解析外层包装。
+        try:
+            if (text.startswith("{") and text.endswith("}")) or (text.startswith("[") and text.endswith("]")):
+                payload = json.loads(text)
+                if isinstance(payload, dict):
+                    for key in ("text", "summary", "answer", "content", "result"):
+                        value = payload.get(key)
+                        if isinstance(value, str) and value.strip():
+                            return value.strip()
+                if isinstance(payload, str) and payload.strip():
+                    return payload.strip()
+        except Exception:
+            pass
+
+        # 第二层：处理被引号包裹的 JSON 字符串（例如 "\"# 标题\\n内容\""）。
+        try:
+            if text.startswith('"') and text.endswith('"'):
+                decoded = json.loads(text)
+                if isinstance(decoded, str) and decoded.strip():
+                    return decoded.strip()
+        except Exception:
+            pass
+
+        return text
+
+    @classmethod
+    def _build_summary_layout_data(cls, summary_text: str) -> Dict[str, Any]:
+        """把 LLM 总结文本重排为模板可直接消费的结构化数据。
+
+        输出结构：
+        - lead: 导语文本（通常来自一级标题后的首段）
+        - sections: 分节内容，每节包含 title + items
+        - fallback_text: 兜底纯文本（解析失败时仍可展示）
+        """
+        raw_text = cls._extract_llm_payload_text(summary_text)
+        lines = [line.rstrip() for line in str(raw_text or "").splitlines()]
+
+        # 标准化：去除分隔线与空白噪音，减少模板渲染无效块。
+        normalized_lines: List[str] = []
+        for raw_line in lines:
+            line = str(raw_line or "").strip()
+            if not line:
+                normalized_lines.append("")
+                continue
+            if re.fullmatch(r"[-*_]{3,}", line):
+                # Markdown 横线仅用于语义分隔，结构化渲染里直接跳过。
+                continue
+            normalized_lines.append(line)
+
+        document_title = ""
+        lead_lines: List[str] = []
+        sections: List[Dict[str, Any]] = []
+        current_section: Optional[Dict[str, Any]] = None
+        paragraph_buffer: List[str] = []
+        in_code_block = False
+        code_lines: List[str] = []
+
+        def flush_paragraph() -> None:
+            """把段落缓存写入当前分节。"""
+            nonlocal paragraph_buffer, current_section
+            if not paragraph_buffer:
+                return
+            paragraph_text = cls._strip_markdown_inline(" ".join(paragraph_buffer).strip())
+            paragraph_buffer = []
+            if not paragraph_text:
+                return
+            if current_section is None:
+                lead_lines.append(paragraph_text)
+                return
+            current_section["items"].append({"kind": "paragraph", "text": paragraph_text})
+
+        def ensure_section(title: str) -> None:
+            """确保当前分节存在，并切换到新分节。"""
+            nonlocal current_section
+            clean_title = cls._strip_markdown_inline(title) or "未命名章节"
+            current_section = {"title": clean_title, "items": []}
+            sections.append(current_section)
+
+        for line in normalized_lines:
+            # 代码块开始/结束处理。
+            if line.startswith("```"):
+                flush_paragraph()
+                if in_code_block:
+                    if current_section is None:
+                        ensure_section("代码片段")
+                    code_text = "\n".join(code_lines).strip()
+                    if code_text:
+                        current_section["items"].append({"kind": "code", "text": code_text})
+                    code_lines = []
+                    in_code_block = False
+                else:
+                    in_code_block = True
+                    code_lines = []
+                continue
+
+            if in_code_block:
+                code_lines.append(line)
+                continue
+
+            if not line:
+                flush_paragraph()
+                continue
+
+            # 一级标题：用于页面主标题文案，不作为分节。
+            h1_match = re.match(r"^#\s+(.+)$", line)
+            if h1_match:
+                flush_paragraph()
+                title_text = cls._strip_markdown_inline(h1_match.group(1))
+                if title_text:
+                    document_title = title_text
+                continue
+
+            # 二级及以下标题统一作为分节标题。
+            section_match = re.match(r"^#{2,6}\s+(.+)$", line)
+            if section_match:
+                flush_paragraph()
+                ensure_section(section_match.group(1))
+                continue
+
+            # 有些模型会输出“1. 标题”这种无井号标题，识别后转成分节。
+            numeric_heading_match = re.match(r"^\d+[.)、]\s+(.+)$", line)
+            if numeric_heading_match and len(cls._strip_markdown_inline(numeric_heading_match.group(1))) <= 40:
+                flush_paragraph()
+                ensure_section(numeric_heading_match.group(1))
+                continue
+
+            # 引用块。
+            quote_match = re.match(r"^>\s*(.+)$", line)
+            if quote_match:
+                flush_paragraph()
+                if current_section is None:
+                    ensure_section("精选引用")
+                quote_text = cls._strip_markdown_inline(quote_match.group(1))
+                if quote_text:
+                    current_section["items"].append({"kind": "quote", "text": quote_text})
+                continue
+
+            # 无序列表。
+            bullet_match = re.match(r"^[-*+]\s+(.+)$", line)
+            if bullet_match:
+                flush_paragraph()
+                if current_section is None:
+                    ensure_section("重点清单")
+                bullet_text = cls._strip_markdown_inline(bullet_match.group(1))
+                if bullet_text:
+                    current_section["items"].append({"kind": "bullet", "text": bullet_text})
+                continue
+
+            # 有序列表作为 bullet 统一渲染，避免复杂列表嵌套导致样式凌乱。
+            ordered_match = re.match(r"^\d+[.)]\s+(.+)$", line)
+            if ordered_match:
+                flush_paragraph()
+                if current_section is None:
+                    ensure_section("重点清单")
+                ordered_text = cls._strip_markdown_inline(ordered_match.group(1))
+                if ordered_text:
+                    current_section["items"].append({"kind": "bullet", "text": ordered_text})
+                continue
+
+            # 其余内容按段落累计，遇到空行或结构标记时再落盘。
+            paragraph_buffer.append(line)
+
+        flush_paragraph()
+        if in_code_block and code_lines:
+            if current_section is None:
+                ensure_section("代码片段")
+            code_text = "\n".join(code_lines).strip()
+            if code_text:
+                current_section["items"].append({"kind": "code", "text": code_text})
+
+        # 清理空章节，并过滤“统计注入段”等不需要重复展示的标题。
+        skip_titles = {"群概览", "tokens", "统计信息", "消息统计"}
+        cleaned_sections: List[Dict[str, Any]] = []
+        for section in sections:
+            if not section.get("items"):
+                continue
+            title_text = str(section.get("title") or "").strip().lower()
+            if title_text in skip_titles:
+                continue
+            cleaned_sections.append(section)
+
+        # 导语优先使用 lead_lines，否则取首个章节首条，保证顶部一定有可读摘要。
+        lead = " ".join(lead_lines).strip()
+        if not lead and cleaned_sections:
+            first_items = cleaned_sections[0].get("items") or []
+            if first_items:
+                lead = str(first_items[0].get("text", "")).strip()
+        if not lead:
+            lead = "暂无总结内容。"
+
+        # 模板兜底纯文本：用于极端解析失败场景。
+        fallback_text = cls._strip_markdown_inline(
+            "\n".join([line for line in normalized_lines if line]).strip()
+        ) or "暂无总结内容。"
+
+        return {
+            "document_title": document_title,
+            "lead": lead,
+            "sections": cleaned_sections,
+            "fallback_text": fallback_text,
+        }
+
+    @staticmethod
+    def _to_int(value: Any) -> int:
+        """安全转换为整数，避免模板渲染阶段因脏数据抛错。"""
+        try:
+            return int(value or 0)
+        except Exception:
+            return 0
+
+    @classmethod
+    def _build_summary_template_metrics(
+        cls,
+        message_stats: Optional[Dict[str, Any]],
+        layout_data: Dict[str, Any],
+        metadata: Optional[Dict[str, Any]] = None,
+    ) -> Dict[str, Any]:
+        """构建 Gemini 模板高信息密度展示所需的统计视图数据。"""
+        # 说明：
+        # 1. 该函数专注“模板展示层”数据准备，不改动业务存储；
+        # 2. 尽量从 message_stats 与结构化 sections 中提取可读指标；
+        # 3. 数据不全时采用稳妥兜底，避免模板渲染失败。
+        stats = message_stats or {}
+        usage = (metadata or {}).get("usage", {}) or {}
+        sections = layout_data.get("sections") or []
+
+        total_count = cls._to_int(stats.get("total_count"))
+        participant_count = cls._to_int(stats.get("participant_count"))
+        text_count = cls._to_int(stats.get("text_count"))
+        image_count = cls._to_int(stats.get("image_count"))
+        video_count = cls._to_int(stats.get("video_count"))
+        link_count = cls._to_int(stats.get("link_count"))
+        emoji_count = cls._to_int(stats.get("emoji_count"))
+
+        # 媒体量：把图片+视频合并，符合卡片化概览阅读习惯。
+        media_count = image_count + video_count
+        section_count = len(sections)
+        bullet_count = 0
+        quote_count = 0
+        code_count = 0
+        for section in sections:
+            for item in section.get("items", []):
+                kind = str(item.get("kind") or "")
+                if kind == "bullet":
+                    bullet_count += 1
+                elif kind == "quote":
+                    quote_count += 1
+                elif kind == "code":
+                    code_count += 1
+
+        # 活跃度等级：仅用于 UI 文案提示，不参与核心业务计算。
+        if total_count >= 1600:
+            activity_badge = "爆炸活跃"
+        elif total_count >= 1000:
+            activity_badge = "高活跃"
+        elif total_count >= 400:
+            activity_badge = "中活跃"
+        else:
+            activity_badge = "常规活跃"
+
+        # 话题雷达：优先取前几节标题，避免依赖额外 LLM 输出字段。
+        topic_tags: List[str] = []
+        for section in sections:
+            title_text = str(section.get("title") or "").strip()
+            if not title_text:
+                continue
+            normalized = re.sub(r"^[\d\W_]+", "", title_text)
+            normalized = re.sub(r"\s+", " ", normalized).strip()
+            if not normalized:
+                continue
+            topic_tags.append(normalized[:24])
+            if len(topic_tags) >= 6:
+                break
+
+        # 核心看点：优先抓 bullet，没有则回退 paragraph。
+        highlights: List[str] = []
+        for section in sections:
+            for item in section.get("items", []):
+                item_text = str(item.get("text") or "").strip()
+                if not item_text:
+                    continue
+                if item.get("kind") == "bullet":
+                    highlights.append(item_text[:120])
+                if len(highlights) >= 4:
+                    break
+            if len(highlights) >= 4:
+                break
+        if not highlights:
+            for section in sections:
+                for item in section.get("items", []):
+                    item_text = str(item.get("text") or "").strip()
+                    if not item_text:
+                        continue
+                    highlights.append(item_text[:120])
+                    if len(highlights) >= 4:
+                        break
+                if len(highlights) >= 4:
+                    break
+
+        # 使用统计：读取模型调用元数据，辅助观测总结成本。
+        total_tokens = cls._to_int(usage.get("total_tokens"))
+        prompt_tokens = cls._to_int(usage.get("prompt_tokens"))
+        completion_tokens = cls._to_int(usage.get("completion_tokens"))
+        latency = usage.get("latency")
+        latency_text = f"{latency}s" if latency not in (None, "") else "-"
+
+        return {
+            "kpi_cards": [
+                {"label": "Msgs", "value": total_count, "tone": "slate"},
+                {"label": "Active", "value": participant_count, "tone": "blue"},
+                {"label": "Text", "value": text_count, "tone": "violet"},
+                {"label": "Media", "value": media_count, "tone": "emerald"},
+            ],
+            "mini_stats": [
+                {"label": "Links", "value": link_count},
+                {"label": "Emoji", "value": emoji_count},
+                {"label": "Video", "value": video_count},
+                {"label": "Sections", "value": section_count},
+                {"label": "Bullets", "value": bullet_count},
+                {"label": "Quotes", "value": quote_count},
+                {"label": "Code", "value": code_count},
+            ],
+            "topic_tags": topic_tags,
+            "highlights": highlights,
+            "activity_badge": activity_badge,
+            "token_total": total_tokens,
+            "token_prompt": prompt_tokens,
+            "token_completion": completion_tokens,
+            "latency_text": latency_text,
+        }
+
+    def _render_summary_template_html(
+        self,
+        group_name: str,
+        summary_text: str,
+        message_stats: Optional[Dict[str, Any]] = None,
+        metadata: Optional[Dict[str, Any]] = None,
+    ) -> str:
         """根据模板路径渲染总结图片 HTML。"""
-        # 约束：模板只负责展示，正文仍然由模型生成并在此做安全转义后注入。
+        # 约束：
+        # 1. 不再把 LLM 原文直接转 HTML 内嵌到模板；
+        # 2. 先结构化解析文本，再由模板按组件渲染，稳定控制最终排版。
         renderer = HtmlTemplateRenderer()
-        summary_html = self._summary_markdown_to_html(summary_text)
+        layout_data = self._build_summary_layout_data(summary_text)
+        metrics_data = self._build_summary_template_metrics(
+            message_stats=message_stats,
+            layout_data=layout_data,
+            metadata=metadata,
+        )
         # 说明：
         # 1. 这里注入“本地字体 CSS”到模板，避免依赖 Google Fonts 等外网资源；
         # 2. 字体文件统一从仓库根目录 fonts/ 下读取，便于部署时统一管理；
@@ -531,7 +913,13 @@ class MessageSummaryPlugin(MessagePluginInterface):
             {
                 "title": f"{group_name} 群聊总结",
                 "generated_at": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
-                "summary_html": Markup(summary_html),
+                # 兼容字段：保留给旧模板使用，新版 Gemini 模板已不再依赖该字段。
+                "summary_html": Markup(self._summary_markdown_to_html(summary_text)),
+                "summary_doc_title": layout_data.get("document_title", ""),
+                "summary_lead": layout_data.get("lead", ""),
+                "summary_sections": layout_data.get("sections", []),
+                "summary_fallback_text": layout_data.get("fallback_text", ""),
+                "summary_metrics": metrics_data,
                 "local_font_css": Markup(local_font_css),
             },
         )
@@ -631,6 +1019,8 @@ class MessageSummaryPlugin(MessagePluginInterface):
         self,
         answer: str,
         group_name: str,
+        message_stats: Optional[Dict[str, Any]],
+        metadata: Optional[Dict[str, Any]],
         output_filename: str,
         total_timeout: int,
     ) -> str:
@@ -642,7 +1032,12 @@ class MessageSummaryPlugin(MessagePluginInterface):
         # 优先模板渲染，便于后续仅改 HTML 文件完成样式迭代。
         if self._summary_image_mode != "markdown":
             try:
-                html_content = self._render_summary_template_html(group_name=group_name, summary_text=answer)
+                html_content = self._render_summary_template_html(
+                    group_name=group_name,
+                    summary_text=answer,
+                    message_stats=message_stats,
+                    metadata=metadata,
+                )
                 await asyncio.wait_for(html_to_image(html_content, str(output_path)), timeout=total_timeout)
                 if not output_path.exists() or output_path.stat().st_size < 1024:
                     raise RuntimeError("模板截图输出文件异常")
@@ -800,8 +1195,12 @@ class MessageSummaryPlugin(MessagePluginInterface):
                 answer = self._clean_summary_output(response.get("text", ""))
                 metadata = {"usage": response.get("usage", {}) or {}}
                 spath = ""
-                answer = self._prepend_stats_section(answer, message_stats or {})
-                answer = self._append_usage_info(answer, metadata)
+                # 说明：
+                # 1. 模板模式下统计信息由卡片呈现，不再额外拼接“群概览”文本块；
+                # 2. markdown 模式仍保留旧逻辑，保证兼容历史输出。
+                if self._summary_image_mode == "markdown":
+                    answer = self._prepend_stats_section(answer, message_stats or {})
+                    answer = self._append_usage_info(answer, metadata)
 
                 if answer and len(answer.strip()) > 0:
                     try:
@@ -814,6 +1213,8 @@ class MessageSummaryPlugin(MessagePluginInterface):
                         spath = await self._render_summary_image(
                             answer=answer,
                             group_name=group_name,
+                            message_stats=message_stats or {},
+                            metadata=metadata,
                             output_filename=output_path,
                             total_timeout=total_timeout,
                         )
diff --git a/plugins/message_summary/templates/gemini_summary_card.html b/plugins/message_summary/templates/gemini_summary_card.html
index 617401d..4dd2aae 100644
--- a/plugins/message_summary/templates/gemini_summary_card.html
+++ b/plugins/message_summary/templates/gemini_summary_card.html
@@ -115,118 +115,106 @@
         .meta-value.brand {
             color: var(--brand);
         }
+        .topic-radar {
+            margin-top: 12px;
+        }
+        .topic-tags {
+            margin-top: 6px;
+            display: flex;
+            flex-wrap: wrap;
+            gap: 6px;
+        }
+        .topic-tag {
+            padding: 3px 8px;
+            border-radius: 999px;
+            font-size: 10px;
+            font-weight: 700;
+            color: #334155;
+            background: #f8fafc;
+            border: 1px solid #e2e8f0;
+        }
         .summary-body {
             padding: 18px 20px 20px;
         }
-        .markdown-body {
+        .lead-callout {
+            margin-top: 10px;
+            padding: 10px 12px;
+            background: var(--ok-soft);
+            border-left: 2px solid var(--ok-line);
+            border-radius: 0 6px 6px 0;
             font-size: 13px;
-            line-height: 1.86;
-            color: var(--text);
-            word-wrap: break-word;
+            line-height: 1.78;
+            color: #166534;
         }
-        .markdown-body > *:first-child { margin-top: 0; }
-        .markdown-body > *:last-child { margin-bottom: 0; }
-        .markdown-body h1,
-        .markdown-body h2,
-        .markdown-body h3,
-        .markdown-body h4,
-        .markdown-body h5,
-        .markdown-body h6 {
-            color: var(--title);
-            margin: 16px 0 8px;
-            line-height: 1.42;
+        .sections {
+            margin-top: 12px;
+            display: flex;
+            flex-direction: column;
+            gap: 10px;
+        }
+        .section-card {
+            border: 1px solid #e5eaf1;
+            background: #ffffff;
+            border-radius: 8px;
+            padding: 10px 11px;
+        }
+        .section-title {
+            margin: 0 0 8px;
+            font-size: 14px;
             font-weight: 800;
+            color: var(--title);
             letter-spacing: -.01em;
         }
-        .markdown-body h1 { font-size: 20px; border-bottom: 1px solid var(--line); padding-bottom: 6px; }
-        .markdown-body h2 { font-size: 18px; }
-        .markdown-body h3 { font-size: 16px; }
-        .markdown-body h4,
-        .markdown-body h5,
-        .markdown-body h6 { font-size: 14px; }
-        .markdown-body p { margin: 10px 0; }
-        .markdown-body ul,
-        .markdown-body ol {
-            margin: 8px 0 12px;
-            padding-left: 18px;
+        .section-items {
+            display: flex;
+            flex-direction: column;
+            gap: 6px;
         }
-        .markdown-body li { margin: 4px 0; }
-        .markdown-body blockquote {
-            margin: 10px 0;
+        .item-paragraph {
+            margin: 0;
+            font-size: 13px;
+            line-height: 1.82;
+            color: var(--text);
+        }
+        .item-bullet {
+            margin: 0;
+            padding-left: 14px;
+            position: relative;
+            font-size: 13px;
+            line-height: 1.78;
+            color: var(--text);
+        }
+        .item-bullet::before {
+            content: "•";
+            position: absolute;
+            left: 0;
+            top: 0;
+            color: var(--brand);
+            font-weight: 900;
+        }
+        .item-quote {
+            margin: 0;
             padding: 8px 10px;
             border-left: 3px solid var(--quote-line);
             background: var(--quote-bg);
             color: #475569;
             border-radius: 0 4px 4px 0;
-        }
-        .markdown-body hr {
-            border: none;
-            border-top: 1px dashed #dbe3ee;
-            margin: 14px 0;
-        }
-        .markdown-body a {
-            color: var(--brand);
-            text-decoration: none;
-            border-bottom: 1px dotted rgba(37, 99, 235, .5);
-        }
-        .markdown-body strong {
-            color: #1e293b;
-            font-weight: 800;
-        }
-        .markdown-body em {
-            color: #475569;
-            font-style: italic;
-        }
-        .markdown-body code {
-            /* 说明：代码字体优先使用本地/系统等宽字体栈，保证服务端离线场景可读。 */
-            font-family: var(--abot-font-code, "Cascadia Mono", "Consolas", "SFMono-Regular", Menlo, monospace);
             font-size: 12px;
-            background: #eff6ff;
-            color: #1e40af;
-            padding: 1px 4px;
-            border-radius: 4px;
+            line-height: 1.75;
         }
-        .markdown-body pre {
-            margin: 10px 0;
+        .item-code {
+            margin: 0;
             padding: 10px 11px;
             border-radius: 6px;
             background: var(--code-bg);
             color: var(--code-text);
-            overflow-x: auto;
             border: 1px solid #1e293b;
-        }
-        .markdown-body pre code {
-            background: transparent;
-            color: inherit;
-            padding: 0;
-            border-radius: 0;
+            /* 说明：代码字体优先使用本地/系统等宽字体栈，保证服务端离线场景可读。 */
+            font-family: var(--abot-font-code, "Cascadia Mono", "Consolas", "SFMono-Regular", Menlo, monospace);
             font-size: 12px;
             line-height: 1.7;
-        }
-        .markdown-body table {
-            width: 100%;
-            border-collapse: collapse;
-            margin: 10px 0;
-            font-size: 11px;
-            border: 1px solid #e2e8f0;
-        }
-        .markdown-body th,
-        .markdown-body td {
-            border: 1px solid #e2e8f0;
-            padding: 6px 7px;
-            text-align: left;
-            vertical-align: top;
-        }
-        .markdown-body th {
-            background: #f8fafc;
-            color: #334155;
-            font-weight: 700;
-        }
-        .markdown-body img {
-            max-width: 100%;
-            border-radius: 6px;
-            border: 1px solid #e2e8f0;
-            margin: 6px 0;
+            white-space: pre-wrap;
+            word-break: break-word;
         }
         .summary-footer {
             margin-top: 14px;
@@ -255,6 +243,82 @@
             font-size: 12px;
             color: #166534;
         }
+        .fallback-text {
+            margin-top: 10px;
+            font-size: 12px;
+            line-height: 1.76;
+            color: #475569;
+            white-space: pre-wrap;
+        }
+        .summary-grid {
+            display: grid;
+            grid-template-columns: 1.45fr 1fr;
+            gap: 10px;
+            margin-top: 12px;
+        }
+        .mini-card {
+            border: 1px solid #e5eaf1;
+            border-radius: 8px;
+            padding: 10px 11px;
+            background: #fff;
+        }
+        .mini-title {
+            margin: 0 0 8px;
+            font-size: 10px;
+            text-transform: uppercase;
+            letter-spacing: .08em;
+            color: #94a3b8;
+            font-weight: 800;
+        }
+        .mini-list {
+            display: flex;
+            flex-direction: column;
+            gap: 5px;
+        }
+        .mini-row {
+            display: flex;
+            justify-content: space-between;
+            align-items: center;
+            gap: 8px;
+            font-size: 12px;
+            color: #475569;
+        }
+        .mini-row .value {
+            font-weight: 800;
+            color: #1e293b;
+            font-family: var(--abot-font-code, "Cascadia Mono", "Consolas", monospace);
+        }
+        .highlight-list {
+            display: flex;
+            flex-direction: column;
+            gap: 6px;
+        }
+        .highlight-item {
+            margin: 0;
+            font-size: 12px;
+            line-height: 1.72;
+            color: #334155;
+            padding-left: 12px;
+            position: relative;
+        }
+        .highlight-item::before {
+            content: "";
+            position: absolute;
+            left: 0;
+            top: 7px;
+            width: 5px;
+            height: 5px;
+            border-radius: 50%;
+            background: #2563eb;
+        }
+        @media (max-width: 640px) {
+            .summary-grid {
+                grid-template-columns: 1fr;
+            }
+            .meta-grid {
+                grid-template-columns: repeat(2, minmax(0, 1fr));
+            }
+        }
     </style>
 </head>
 <body>
@@ -265,39 +329,85 @@
                     <div class="header-title">CHAT INSIGHTS <span class="accent">SUMMARY</span></div>
                     <div class="header-id">{{ generated_at }}</div>
                 </div>
-                <div class="header-tag">Daily Archive</div>
+                <div class="header-tag">{{ summary_metrics.activity_badge or "Daily Archive" }}</div>
             </div>
             <div class="meta-grid">
+                {% for card in summary_metrics.kpi_cards %}
                 <div class="meta-item">
-                    <span class="label-tiny">Type</span>
-                    <div class="meta-value">群总结</div>
+                    <span class="label-tiny">{{ card.label }}</span>
+                    <div class="meta-value {% if card.tone == 'blue' %}brand{% endif %}">{{ card.value }}</div>
                 </div>
-                <div class="meta-item">
-                    <span class="label-tiny">Mode</span>
-                    <div class="meta-value brand">Template</div>
-                </div>
-                <div class="meta-item">
-                    <span class="label-tiny">Render</span>
-                    <div class="meta-value">HTML</div>
-                </div>
-                <div class="meta-item">
-                    <span class="label-tiny">Engine</span>
-                    <div class="meta-value">LLM</div>
+                {% endfor %}
+            </div>
+            <div class="topic-radar">
+                <span class="label-tiny"># Personal Interest Radar</span>
+                <div class="topic-tags">
+                    {% for tag in summary_metrics.topic_tags %}
+                    <span class="topic-tag">{{ tag }}</span>
+                    {% endfor %}
+                    {% if not summary_metrics.topic_tags %}
+                    <span class="topic-tag">暂无热点标签</span>
+                    {% endif %}
                 </div>
             </div>
         </header>
 
         <section class="summary-body">
-            <span class="label-tiny"># {{ title }}</span>
-            <div class="markdown-body">
-                {{ summary_html }}
+            <span class="label-tiny"># {{ summary_doc_title or title }}</span>
+            <div class="lead-callout">
+                {{ summary_lead or "暂无总结内容。" }}
             </div>
-            <div class="safe-callout">
-                内容已按 Markdown 富标签样式渲染（标题、列表、表格、代码块、引用）。
+            <div class="sections">
+                {% for section in summary_sections %}
+                <article class="section-card">
+                    <h3 class="section-title">{{ section["title"] }}</h3>
+                    <div class="section-items">
+                        {% for item in section["items"] %}
+                            {% if item["kind"] == "bullet" %}
+                            <p class="item-bullet">{{ item["text"] }}</p>
+                            {% elif item["kind"] == "quote" %}
+                            <blockquote class="item-quote">{{ item["text"] }}</blockquote>
+                            {% elif item["kind"] == "code" %}
+                            <pre class="item-code">{{ item["text"] }}</pre>
+                            {% else %}
+                            <p class="item-paragraph">{{ item["text"] }}</p>
+                            {% endif %}
+                        {% endfor %}
+                    </div>
+                </article>
+                {% endfor %}
             </div>
+            {% if not summary_sections %}
+            <div class="fallback-text">{{ summary_fallback_text }}</div>
+            {% endif %}
+            <div class="summary-grid">
+                <div class="mini-card">
+                    <h4 class="mini-title"># Deep Stats</h4>
+                    <div class="mini-list">
+                        {% for item in summary_metrics.mini_stats %}
+                        <div class="mini-row">
+                            <span>{{ item.label }}</span>
+                            <span class="value">{{ item.value }}</span>
+                        </div>
+                        {% endfor %}
+                    </div>
+                </div>
+                <div class="mini-card">
+                    <h4 class="mini-title"># Core Highlights</h4>
+                    <div class="highlight-list">
+                        {% for text in summary_metrics.highlights %}
+                        <p class="highlight-item">{{ text }}</p>
+                        {% endfor %}
+                        {% if not summary_metrics.highlights %}
+                        <p class="highlight-item">暂无可提取的核心看点</p>
+                        {% endif %}
+                    </div>
+                </div>
+            </div>
+            <div class="safe-callout">内容已按结构化规则重排渲染，不再直接内嵌原始 HTML。</div>
             <div class="summary-footer">
                 <span>ABOT · Message Summary Gemini Style</span>
-                <span class="right">Renderer: Playwright</span>
+                <span class="right">Tokens: {{ summary_metrics.token_total }} · Latency: {{ summary_metrics.latency_text }}</span>
             </div>
         </section>
     </div>