制作表 权重分

examples/create/config.py

@@ -21,11 +21,11 @@ RUN_CONFIG = RunConfig(
     # 知识管理配置
     knowledge=KnowledgeConfig(
         # 压缩时提取（消息量超阈值触发压缩时，用完整 history 反思）
-        enable_extraction=True,
+        enable_extraction=False, # True,
         reflect_prompt="",  # 自定义反思 prompt；空则使用默认，见 agent/core/prompts/knowledge.py:REFLECT_PROMPT
 
         # agent运行完成后提取（不代表任务完成，agent 可能中途退出等待人工评估）
-        enable_completion_extraction=True,
+        enable_completion_extraction=False, # True,
         completion_reflect_prompt="",  # 自定义复盘 prompt；空则使用默认，见 agent/core/prompts/knowledge.py:COMPLETION_REFLECT_PROMPT
 
         # 知识注入（agent切换当前工作的goal时，自动注入相关知识）

examples/create/data/家有大志/具体模式_top30.json

@@ -1,1685 +0,0 @@
-[
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-        "point": "形式",
-        "dimension": "叙事逻辑>商业整合",
-        "type": "分类"
-      },
-      {
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-        "point": "形式",
-        "dimension": "内容风格>氛围特征",
-        "type": "分类"
-      },
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-        "name": "主题记录",
-        "point": "实质",
-        "dimension": "行为事件>主题记录",
-        "type": "分类"
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examples/create/data/家有大志/灵感候选列表.json

@@ -1,115 +0,0 @@
-[
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-      "图片文字"
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examples/create/data/家有大志/灵感候选列表_完整版.json

@@ -1,495 +0,0 @@
-[
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-    "type": "关键点×灵感点",
-    "support": 0.22,
-    "usage_count": 13,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "主题记录 (主题记录)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 13
-  },
-  {
-    "id": 12,
-    "type": "关键点×灵感点",
-    "support": 0.22,
-    "usage_count": 13,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "氛围特征 (氛围特征)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 13
-  },
-  {
-    "id": 13,
-    "type": "关键点×灵感点",
-    "support": 0.22,
-    "usage_count": 13,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "人设建构形式 (人设建构形式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 13
-  },
-  {
-    "id": 14,
-    "type": "关键点×灵感点",
-    "support": 0.22,
-    "usage_count": 13,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "沟通范式 (沟通范式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 13
-  },
-  {
-    "id": 15,
-    "type": "关键点×灵感点×目的点",
-    "support": 0.203,
-    "usage_count": 12,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "商业整合 (商业整合)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "商业产品 (商业产品)",
-      "商业整合 (商业整合)"
-    ],
-    "历史帖子数": 12
-  },
-  {
-    "id": 16,
-    "type": "关键点×灵感点×目的点",
-    "support": 0.203,
-    "usage_count": 12,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "情节技巧 (情节技巧)"
-    ],
-    "目的点": [
-      "商业产品 (商业产品)",
-      "商业整合 (商业整合)"
-    ],
-    "历史帖子数": 12
-  },
-  {
-    "id": 17,
-    "type": "关键点×灵感点",
-    "support": 0.203,
-    "usage_count": 12,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "日常物品 (日常物品)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 12
-  },
-  {
-    "id": 18,
-    "type": "关键点×灵感点",
-    "support": 0.203,
-    "usage_count": 12,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "镜头范式 (镜头范式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 12
-  },
-  {
-    "id": 19,
-    "type": "关键点×灵感点×目的点",
-    "support": 0.186,
-    "usage_count": 11,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "情节技巧 (情节技巧)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "商业产品 (商业产品)",
-      "商业整合 (商业整合)"
-    ],
-    "历史帖子数": 11
-  },
-  {
-    "id": 20,
-    "type": "关键点×灵感点",
-    "support": 0.186,
-    "usage_count": 11,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "日常物品 (日常物品)",
-      "环境互动 (环境互动)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 11
-  },
-  {
-    "id": 21,
-    "type": "关键点×灵感点",
-    "support": 0.186,
-    "usage_count": 11,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "人设建构形式 (人设建构形式)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 11
-  },
-  {
-    "id": 22,
-    "type": "关键点×灵感点",
-    "support": 0.186,
-    "usage_count": 11,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "人物关系 (人物关系)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 11
-  },
-  {
-    "id": 23,
-    "type": "关键点×灵感点",
-    "support": 0.186,
-    "usage_count": 11,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "互动形式 (互动形式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 11
-  },
-  {
-    "id": 24,
-    "type": "关键点×灵感点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "创意表达 (创意表达)"
-    ],
-    "关键点": [
-      "状态与描绘 (状态与描绘)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 10
-  },
-  {
-    "id": 25,
-    "type": "关键点×灵感点×目的点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "主题记录 (主题记录)"
-    ],
-    "目的点": [
-      "商业整合 (商业整合)"
-    ],
-    "历史帖子数": 10
-  },
-  {
-    "id": 26,
-    "type": "关键点×灵感点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "后期处理 (后期处理)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 10
-  },
-  {
-    "id": 27,
-    "type": "关键点×灵感点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "人物关系 (人物关系)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 10
-  },
-  {
-    "id": 28,
-    "type": "关键点×灵感点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "环境互动 (环境互动)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 10
-  },
-  {
-    "id": 29,
-    "type": "关键点×灵感点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "主题记录 (主题记录)",
-      "结构模式 (结构模式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 10
-  },
-  {
-    "id": 30,
-    "type": "关键点×灵感点",
-    "support": 0.169,
-    "usage_count": 10,
-    "灵感点": [
-      "日常物品 (日常物品)"
-    ],
-    "关键点": [
-      "商业整合 (商业整合)",
-      "人设建构形式 (人设建构形式)"
-    ],
-    "目的点": [
-      "分享"
-    ],
-    "历史帖子数": 10
-  }
-]

examples/create/data/家有大志/灵感候选数据.json

@@ -1,1967 +0,0 @@
-{
-  "常量标签": {
-    "实质": [
-      {
-        "name": "懒人妻子",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 懒人妻子",
-        "weight": 0.5524,
-        "ratio": 0.0847,
-        "is_constant": true
-      },
-      {
-        "name": "职场场景",
-        "path": "实质 > 场景环境 > 室内空间 > 功能场所 > 职场场景",
-        "weight": 0.5131,
-        "ratio": 0.0847,
-        "is_constant": true
-      },
-      {
-        "name": "日常物品",
-        "path": "实质 > 核心对象 > 日常物品 > 日常物品",
-        "weight": 0.6267,
-        "ratio": 0.1525,
-        "is_constant": true
-      },
-      {
-        "name": "情侣互动",
-        "path": "实质 > 行为事件 > 生活互动 > 人际交往 > 情侣互动",
-        "weight": 0.513,
-        "ratio": 0.0847,
-        "is_constant": true
-      },
-      {
-        "name": "护肤需求",
-        "path": "实质 > 行为事件 > 主题记录 > 状态与描绘 > 护肤需求",
-        "weight": 0.9408,
-        "ratio": 0.2203,
-        "is_constant": true
-      },
-      {
-        "name": "人物姿态",
-        "path": "实质 > 行为事件 > 主题记录 > 状态与描绘 > 人物姿态",
-        "weight": 1.0,
-        "ratio": 0.2034,
-        "is_constant": true
-      }
-    ],
-    "形式": [
-      {
-        "name": "产品植入",
-        "path": "形式 > 叙事逻辑 > 商业整合 > 植入方式 > 产品植入",
-        "weight": 1.0,
-        "ratio": 0.5932,
-        "is_constant": true
-      },
-      {
-        "name": "创意展示",
-        "path": "形式 > 内容风格 > 氛围特征 > 创意性 > 创意展示",
-        "weight": 0.4099,
-        "ratio": 0.2203,
-        "is_constant": true
-      },
-      {
-        "name": "夸张",
-        "path": "形式 > 内容风格 > 氛围特征 > 创意性 > 夸张",
-        "weight": 0.4784,
-        "ratio": 0.322,
-        "is_constant": true
-      }
-    ],
-    "意图": [
-      {
-        "name": "产品植入",
-        "path": "意图 > 产品植入 > 产品植入",
-        "weight": 0.2222,
-        "ratio": 0.0435,
-        "is_constant": true
-      },
-      {
-        "name": "分享",
-        "path": "意图 > 分享 > 分享",
-        "weight": 1.0,
-        "ratio": 0.913,
-        "is_constant": true
-      }
-    ]
-  },
-  "高权重标签": {
-    "实质": [
-      {
-        "name": "丈夫",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 丈夫",
-        "weight": 0.4185,
-        "ratio": 0.1186,
-        "is_constant": false
-      },
-      {
-        "name": "情侣",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 情侣",
-        "weight": 0.4105,
-        "ratio": 0.0678,
-        "is_constant": false
-      },
-      {
-        "name": "男友",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 男友",
-        "weight": 0.4164,
-        "ratio": 0.1356,
-        "is_constant": false
-      },
-      {
-        "name": "闺蜜",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 闺蜜",
-        "weight": 0.1991,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "懒人妻子",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 懒人妻子",
-        "weight": 0.5524,
-        "ratio": 0.0847,
-        "is_constant": true
-      },
-      {
-        "name": "爱因斯坦女友",
-        "path": "实质 > 角色身份 > 人物关系 > 家庭与亲密关系 > 爱因斯坦女友",
-        "weight": 0.2585,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "办公室场景",
-        "path": "实质 > 场景环境 > 室内空间 > 功能场所 > 办公室场景",
-        "weight": 0.1636,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "职场场景",
-        "path": "实质 > 场景环境 > 室内空间 > 功能场所 > 职场场景",
-        "weight": 0.5131,
-        "ratio": 0.0847,
-        "is_constant": true
-      },
-      {
-        "name": "野餐场景",
-        "path": "实质 > 场景环境 > 户外空间 > 户外景观 > 野餐场景",
-        "weight": 0.1848,
-        "ratio": 0.0508,
-        "is_constant": false
-      },
-      {
-        "name": "场景",
-        "path": "实质 > 场景环境 > 户外空间 > 户外景观 > 场景",
-        "weight": 0.4739,
-        "ratio": 0.1525,
-        "is_constant": false
-      },
-      {
-        "name": "护肤产品",
-        "path": "实质 > 核心对象 > 商业产品 > 面部护肤 > 护肤产品",
-        "weight": 0.2506,
-        "ratio": 0.0508,
-        "is_constant": false
-      },
-      {
-        "name": "护肤精华水",
-        "path": "实质 > 核心对象 > 商业产品 > 面部护肤 > 护肤精华水",
-        "weight": 0.1558,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "面霜产品",
-        "path": "实质 > 核心对象 > 商业产品 > 面部护肤 > 面霜产品",
-        "weight": 0.162,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "沐浴露产品",
-        "path": "实质 > 核心对象 > 商业产品 > 身体洗护 > 沐浴露产品",
-        "weight": 0.1581,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "洗发水产品",
-        "path": "实质 > 核心对象 > 商业产品 > 身体洗护 > 洗发水产品",
-        "weight": 0.1905,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "鼻炎药品",
-        "path": "实质 > 核心对象 > 商业产品 > 彩妆与药品 > 鼻炎药品",
-        "weight": 0.1997,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "手机",
-        "path": "实质 > 核心对象 > 商业产品 > 数码家电 > 手机",
-        "weight": 0.476,
-        "ratio": 0.0847,
-        "is_constant": false
-      },
-      {
-        "name": "屏幕内容",
-        "path": "实质 > 核心对象 > 商业产品 > 数码家电 > 屏幕内容",
-        "weight": 0.1551,
-        "ratio": 0.0339,
-        "is_constant": false
-      },
-      {
-        "name": "产品特性",
-        "path": "实质 > 核心对象 > 商业产品 > 产品属性 > 产品特性",
-        "weight": 0.236,
-        "ratio": 0.0508,
-        "is_constant": false
-      },
-      {
-        "name": "日常物品",
-        "path": "实质 > 核心对象 > 日常物品 > 日常物品",
-        "weight": 0.6267,
-        "ratio": 0.1525,
-        "is_constant": true
-      }
-    ],
-    "形式": [
-      {
-        "name": "夸张道具",
-        "path": "形式 > 视觉策略 > 环境互动 > 道具运用 > 夸张道具",
-        "weight": 0.1563,
-        "ratio": 0.1017,
-        "is_constant": false
-      },
-      {
-        "name": "借位拍摄",
-        "path": "形式 > 视觉策略 > 镜头范式 > 特殊技法 > 借位拍摄",
-        "weight": 0.312,
-        "ratio": 0.2034,
-        "is_constant": false
-      },
-      {
-        "name": "图片文字",
-        "path": "形式 > 视觉策略 > 后期处理 > 图片文字",
-        "weight": 0.3575,
-        "ratio": 0.322,
-        "is_constant": false
-      },
-      {
-        "name": "反常识",
-        "path": "形式 > 视觉策略 > 对比与反差 > 反常识",
-        "weight": 0.1789,
-        "ratio": 0.1017,
-        "is_constant": false
-      },
-      {
-        "name": "视觉反差",
-        "path": "形式 > 视觉策略 > 对比与反差 > 视觉反差",
-        "weight": 0.3234,
-        "ratio": 0.1864,
-        "is_constant": false
-      },
-      {
-        "name": "视觉效果",
-        "path": "形式 > 视觉策略 > 视觉呈现特征 > 视觉效果",
-        "weight": 0.1616,
-        "ratio": 0.1017,
-        "is_constant": false
-      },
-      {
-        "name": "图文解说",
-        "path": "形式 > 叙事逻辑 > 结构模式 > 叙事结构 > 图文解说",
-        "weight": 0.1612,
-        "ratio": 0.1525,
-        "is_constant": false
-      },
-      {
-        "name": "补充说明式",
-        "path": "形式 > 叙事逻辑 > 结构模式 > 叙事结构 > 补充说明式",
-        "weight": 0.2052,
-        "ratio": 0.322,
-        "is_constant": false
-      },
-      {
-        "name": "叙事转折",
-        "path": "形式 > 叙事逻辑 > 情节技巧 > 叙事转折",
-        "weight": 0.2715,
-        "ratio": 0.2203,
-        "is_constant": false
-      },
-      {
-        "name": "故事化叙事",
-        "path": "形式 > 叙事逻辑 > 情节技巧 > 叙事手法 > 故事化叙事",
-        "weight": 0.233,
-        "ratio": 0.1525,
-        "is_constant": false
-      },
-      {
-        "name": "产品植入",
-        "path": "形式 > 叙事逻辑 > 商业整合 > 植入方式 > 产品植入",
-        "weight": 1.0,
-        "ratio": 0.5932,
-        "is_constant": true
-      },
-      {
-        "name": "场景化植入",
-        "path": "形式 > 叙事逻辑 > 商业整合 > 植入方式 > 场景化植入",
-        "weight": 0.2878,
-        "ratio": 0.2034,
-        "is_constant": false
-      },
-      {
-        "name": "人设",
-        "path": "形式 > 表达基调 > 人设建构形式 > 身份标识 > 人设",
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examples/create/data/家有大志/高支持度模式_top50.json

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examples/create/data/家有大志/高支持度模式_分析.json

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examples/create/doc/梳理.md

@@ -75,5 +75,5 @@
 | **输入层** | 有需求输入（人设+模式数据） | 只使用"人设数据" | 未定义"模式数据"的使用方式 | 将"模式数据"作为Agent输入数据 |
 | **多轮探索循环** | 路径需要多探索，边探索边比较，比较后收敛，再探索再收敛 | 单轮执行，三条路径并行后直接使用 | 无路径评分、无收敛机制、无迭代循环 | 通过 Agent + Coding 方式，实现多轮探索循环 |
 | **多轮探索循环** | 时间性：一种创作可能性，一种可能创作方法。公共事件。周期性 非周期性 | 待熟悉 |  |  |
-| **评估层** | 判断：1）用我们的库的数据、权重；2）用外部搜索，看有没有同样的现象，有没有热度 | 只用内部库，人工判断 | 外部搜索未实际调用，无自动化判断 | 新增 check_external_heat 工具，综合内外得分（内部0.6 + 外部0.4） |
+| **评估层** | 判断：1）用我们的库的数据、权重；2）用外部搜索，看有没有同样的现象，有没有热度 | 只用内部库，人工判断 | 外部搜索未实际调用，无自动化判断 | 调用小红书热门帖子搜索的宋局，综合内外得分（内部0.6 + 外部0.4）做评估 |
 | **输出层** | 推荐选题 + 推导日志 + 对比报告 | 3-5个选题保存到txt文件 + HTML可视化 | 无结构化推导日志、无对比报告 | 增加每轮探索/评估JSON日志 + 多策略对比测试报告 |

examples/create/家有大志_人设画像.md

@@ -0,0 +1,284 @@
+# 家有大志 - 人设画像
+
+> 基于 59 篇帖子的数据分析生成
+> 数据来源：实质、形式、意图三个维度的内容解构
+
+---
+
+## 一、实质维度（内容是什么）
+
+### 1. 角色身份（权重：3.5965，覆盖率：54.24%）
+
+#### 1.1 人物关系（权重：2.9003，覆盖率：49.15%）
+
+**家庭与亲密关系**（权重：2.4624，覆盖率：44.07%）- **核心特征**
+- **懒人妻子**（权重：0.5524，5篇，8.47%）⭐ **常量特征**
+- **男友**（权重：0.4164，8篇，13.56%）
+- **丈夫**（权重：0.4185，7篇，11.86%）
+- **情侣**（权重：0.4105，4篇，6.78%）
+- **爱因斯坦女友**（权重：0.2585，2篇，3.39%）
+- **闺蜜**（权重：0.1991，2篇，3.39%）
+- **拖延症女友**（权重：0.1032，1篇，1.69%）
+- **夫妻**（权重：0.1038，1篇，1.69%）
+
+**社会与职业关系**（权重：0.4379，覆盖率：8.47%）
+- **打工人**（权重：0.1271，1篇）
+- **多人**（权重：0.1206，2篇）
+- **不知情主角**（权重：0.1011，1篇）
+
+#### 1.2 动物角色（权重：0.5777，覆盖率：6.78%）
+- **狗狗**（权重：0.142，1篇）
+- **宠物**（权重：0.1399，1篇）
+- **猫狗**（权重：0.1332，1篇）
+- **柴犬主角**（权重：0.1015，1篇）
+
+#### 1.3 虚拟角色（权重：0.1185，覆盖率：1.69%）
+- **CG人物模型**（权重：0.1185，1篇）
+
+---
+
+### 2. 场景环境（权重：2.5655，覆盖率：49.15%）
+
+#### 2.1 户外空间（权重：1.3968，覆盖率：30.51%）
+**户外景观**
+- **场景**（权重：0.4739，9篇，15.25%）
+- **野餐场景**（权重：0.1848，3篇，5.08%）
+- **户外草坪**（权重：0.1392，3篇，5.08%）
+- **海边**（权重：0.1081，1篇）
+- **沙滩环境**（权重：0.1073，1篇）
+- **雪山场景**（权重：0.0829，1篇）
+- **纯净天空**（权重：0.0871，2篇）
+- **飞机尾迹**（权重：0.0925，1篇）
+
+#### 2.2 室内空间（权重：1.1362，覆盖率：22.03%）
+**功能场所**
+- **职场场景**（权重：0.5131，5篇，8.47%）⭐ **常量特征**
+- **办公室场景**（权重：0.1636，2篇）
+- **旅途场景**（权重：0.0957，2篇）
+- **公共场景**（权重：0.0816，1篇）
+- **麻将桌场景**（权重：0.0684，1篇）
+
+**居家环境**
+- **客厅布景**（权重：0.12，1篇）
+- **床上**（权重：0.0938，1篇）
+
+---
+
+### 3. 核心对象（权重：11.4748，覆盖率：84.75%）⭐ **最高权重**
+
+#### 3.1 商业产品（权重：4.7812，覆盖率：62.71%）
+
+**面部护肤**（权重：1.2638，覆盖率：25.42%）
+- **护肤产品**（权重：0.2506，3篇）
+- **面霜产品**（权重：0.162，2篇）
+- **护肤精华水**（权重：0.1558，2篇）
+- **护肤精华**（权重：0.1466，2篇）
+- **美白精华**（权重：0.1147，1篇）
+- **防晒产品**（权重：0.1117，1篇）
+- **产品**（权重：0.1059，2篇）
+
+**身体洗护**（权重：0.7662，覆盖率：13.56%）
+- **洗发水产品**（权重：0.1905，2篇）
+- **沐浴露产品**（权重：0.1581，2篇）
+- **卫生巾产品**（权重：0.1343，1篇）
+- **身体乳产品**（权重：0.0954，1篇）
+- **护发素产品**（权重：0.0942，1篇）
+- **洗护产品**（权重：0.0937，1篇）
+
+**数码家电**（权重：1.3605，覆盖率：16.95%）
+- **手机**（权重：0.476，5篇，8.47%）
+- **屏幕内容**（权重：0.1551，2篇）
+- **OPPO折叠屏手机**（权重：0.1298，1篇）
+- **三联屏**（权重：0.1283，1篇）
+- **全景相机**（权重：0.1262，1篇）
+- **电视产品**（权重：0.1114，1篇）
+- **洗衣机产品**（权重：0.1022，1篇）
+
+**食品饮料**（权重：0.8401，覆盖率：11.86%）
+- **饺子**（权重：0.1462，1篇）
+- **生日蛋糕**（权重：0.128，1篇）
+- **燕麦产品**（权重：0.1168，1篇）
+- **无醇啤酒**（权重：0.1066，1篇）
+- **Omakase**（权重：0.1074，1篇）
+- **垃圾食品**（权重：0.0904，1篇）
+
+**彩妆与药品**（权重：0.253，覆盖率：5.08%）
+- **鼻炎药品**（权重：0.1997，2篇）
+- **美瞳**（权重：0.0533，1篇）
+
+---
+
+## 二、形式维度（如何呈现）
+
+### 1. 视觉策略（权重：3.9115，覆盖率：94.92%）⭐ **核心特征**
+
+#### 1.1 镜头范式（权重：0.9904，覆盖率：54.24%）⭐ **常量特征**
+
+**特殊技法**（权重：0.5276，覆盖率：30.51%）⭐ **局部常量**
+- **借位拍摄**（权重：0.312，12篇，20.34%）⭐ **最高频技法**
+- **手持**（权重：0.0433，4篇）
+- **趣味错位**（权重：0.0525，2篇）
+- **物理修图**（权重：0.0346，1篇）
+- **拼合式**（权重：0.0319，1篇）
+- **瞳孔融合式**（权重：0.0262，1篇）
+
+**构图与布局**（权重：0.278，覆盖率：27.12%）
+- **特写**（权重：0.0676，5篇，8.47%）
+- **视觉聚焦**（权重：0.0565，4篇）
+- **构图**（权重：0.0292，3篇）
+- **环绕式**（权重：0.0236，1篇）
+- **夸张构图**（权重：0.0241，1篇）
+- **微缩呈现**（权重：0.0201，1篇）
+
+**拍摄视角**（权重：0.1803，覆盖率：16.95%）
+- **旁观视角**（权重：0.0579，5篇，8.47%）
+- **拍摄角度**（权重：0.043，2篇）
+- **广角**（权重：0.0257，1篇）
+- **颠倒视角**（权重：0.0227，1篇）
+
+#### 1.2 环境互动（权重：0.8174，覆盖率：44.07%）
+
+**道具运用**（权重：0.6063，覆盖率：30.51%）
+- **夸张道具**（权重：0.1563，6篇，10.17%）
+- **DIY改造**（权重：0.1363，5篇，8.47%）
+- **功能转换**（权重：0.1293，5篇，8.47%）
+- **DIY装置**（权重：0.1132，4篇，6.78%）
+- **道具布置**（权重：0.0341，1篇）
+- **无害化处理**（权重：0.0278，1篇）
+
+**场景编排**（权重：0.1473，覆盖率：13.56%）
+- **场景错位**（权重：0.0894，3篇）
+- **点缀**（权重：0.0272，2篇）
+- **背景**（权重：0.0152，2篇）
+- **场景切换**（权重：0.0155，1篇）
+
+**光影运用**（权重：0.0638，覆盖率：3.39%）
+- **悬浮感**（权重：0.0424，1篇）
+- **光影艺术感**（权重：0.0214，1篇）
+
+#### 1.3 对比与反差（权重：0.8394，覆盖率：45.76%）
+- **视觉反差**（权重：0.3234，11篇，18.64%）
+- **反常识**（权重：0.1789，6篇，10.17%）
+- **反差感**（权重：0.0879，3篇）
+- **前后对比**（权重：0.0657，3篇）
+- **超现实**（权重：0.0646，2篇）
+- **不协调**（权重：0.0557，3篇）
+
+#### 1.4 后期处理（权重：0.536，覆盖率：42.37%）
+- **图片文字**（权重：0.3575，19篇，32.2%）⭐ **最高频后期手法**
+- **P图**（权重：0.0667，2篇）
+- **后期涂鸦**（权重：0.0604，2篇）
+- **套娃式**（权重：0.0373，1篇）
+- **对话框式**（权重：0.0141，1篇）
+
+#### 1.5 主体表现（权重：0.4713，覆盖率：20.34%）
+
+**形态模拟**（权重：0.2481，覆盖率：10.17%）
+- **伪装动作**（权重：0.0431，1篇）
+- **伪装影子**（权重：0.0417，1篇）
+- **拟态造型**（权重：0.0347，1篇）
+- **形似翅膀/翅膀状**（权重：0.071，2篇）
+- **湿衣效果**（权重：0.0316，1篇）
+- **人像印刷**（权重：0.026，1篇）
+
+**创意造型**（权重：0.2232，覆盖率：10.17%）
+- **包包造型**（权重：0.0415，1篇）
+- **创意穿搭**（权重：0.04，1篇）
+- **夸张穿戴法**（权重：0.0385，1篇）
+- **嘴唇花**（权重：0.0384，1篇）
+- **夸张造型**（权重：0.037，1篇）
+- **拟物创意造型**（权重：0.0278，1篇）
+
+---
+
+### 2. 叙事逻辑（权重：3.567，覆盖率：86.44%）
+
+#### 2.1 结构模式（权重：1.1359，覆盖率：69.49%）
+- **情节式**（权重：0.4682，20篇，33.9%）
+- **对话式**（权重：0.2867，14篇，23.73%）
+- **列举式**（权重：0.2205，11篇，18.64%）
+- **对比式**（权重：0.1605，6篇，10.17%）
+
+#### 2.2 情感基调（权重：1.0859，覆盖率：62.71%）
+- **幽默搞笑**（权重：0.5664，25篇，42.37%）⭐ **核心基调**
+- **温馨治愈**（权重：0.2682，12篇，20.34%）
+- **惊喜意外**（权重：0.1539，7篇，11.86%）
+- **夸张戏剧**（权重：0.0974，4篇）
+
+#### 2.3 叙事技巧（权重：0.8767，覆盖率：52.54%）
+- **反转**（权重：0.3435，15篇，25.42%）⭐ **核心技巧**
+- **夸张**（权重：0.2667，12篇，20.34%）
+- **对比**（权重：0.1541，7篇，11.86%）
+- **拟人化**（权重：0.1124，5篇）
+
+#### 2.4 互动设计（权重：0.4685，覆盖率：25.42%）
+- **提问引导**（权重：0.2086，9篇，15.25%）
+- **共鸣点**（权重：0.1612，7篇，11.86%）
+- **悬念设置**（权重：0.0987，4篇）
+
+---
+
+## 三、意图维度（为什么创作）
+
+### 1. 分享（权重：1.0，覆盖率：91.3%）⭐ **常量特征 - 核心意图**
+- 21篇内容的核心意图都是"分享"
+- 这是"家有大志"最稳定、最核心的创作意图
+
+### 2. 产品植入（权重：0.2222，覆盖率：4.35%）⭐ **常量特征**
+- 1篇内容涉及产品植入
+- 虽然占比不高，但被标记为常量特征
+
+### 3. 回馈粉丝（权重：0.1163，覆盖率：4.35%）
+- 1篇内容涉及回馈粉丝
+
+---
+
+## 四、核心人设特征总结
+
+### 🎯 最核心的常量特征（跨维度稳定）
+
+1. **角色定位**：懒人妻子（实质维度常量）
+2. **场景偏好**：职场场景（实质维度常量）
+3. **视觉手法**：借位拍摄 + 图片文字（形式维度常量）
+4. **情感基调**：幽默搞笑（形式维度核心）
+5. **叙事技巧**：反转（形式维度核心）
+6. **创作意图**：分享（意图维度常量）
+
+### 📊 高权重特征（高频出现）
+
+**实质维度**：
+- 核心对象：护肤产品、数码家电、食品饮料
+- 人物关系：男友、丈夫、情侣
+- 场景环境：户外景观、野餐场景
+
+**形式维度**：
+- 视觉策略：借位拍摄（20.34%）、图片文字（32.2%）
+- 对比反差：视觉反差（18.64%）、反常识（10.17%）
+- 叙事结构：情节式（33.9%）、对话式（23.73%）
+
+**意图维度**：
+- 分享为主（91.3%）
+
+### 🎨 创作风格画像
+
+"家有大志"是一个以**懒人妻子**为核心人设的内容创作者，擅长通过**借位拍摄**和**图片文字**等视觉手法，在**职场场景**或**户外景观**中，围绕**护肤产品、数码家电、食品饮料**等日常物品，用**幽默搞笑**的基调和**反转**的叙事技巧，创作**情节式**或**对话式**的内容，核心意图是**分享**生活中的有趣瞬间和实用经验。
+
+### 📈 内容覆盖率分析
+
+- **实质维度覆盖最广**：核心对象（84.75%）
+- **形式维度最稳定**：视觉策略（94.92%）
+- **意图维度最单一**：分享（91.3%）
+
+---
+
+## 五、数据统计
+
+- **总帖子数**：59篇
+- **实质维度覆盖**：角色身份（54.24%）、场景环境（49.15%）、核心对象（84.75%）
+- **形式维度覆盖**：视觉策略（94.92%）、叙事逻辑（86.44%）
+- **意图维度覆盖**：分享（91.3%）
+
+---
+
+*本人设画像基于数据分析生成，权重分数越高表示该特征在人设中的重要性越大，覆盖率表示该特征在所有帖子中出现的频率。*
+*标记为"常量特征"的元素是人设中最稳定、最核心的特征。*

examples/create/家有大志_灵感探索报告.md

@@ -0,0 +1,497 @@
+# 家有大志 - 多路径灵感探索报告
+
+> 基于人设特征和历史创作模式的灵感挖掘
+> 生成时间：2025年
+
+---
+
+## 一、探索方法论
+
+### 1.1 数据来源
+- **人设画像**：基于 59 篇帖子的三维度（实质、形式、意图）解构
+- **创作模式**：processed_edge_data.json 中的高频组合模式
+- **平台趋势**：小红书搜索建议词
+
+### 1.2 探索路径
+1. **路径A：核心人设延伸** - 基于"懒人妻子"人设的场景化灵感
+2. **路径B：高频模式复用** - 基于历史爆款的创作模式
+3. **路径C：平台热点结合** - 结合小红书热门搜索词
+4. **路径D：跨维度组合** - 实质×形式×意图的创新组合
+
+---
+
+## 二、路径A：核心人设延伸灵感
+
+### 灵感来源
+基于"懒人妻子"这一核心常量人设，结合小红书平台的"懒人"相关热搜词。
+
+### 平台热搜词分析
+从小红书获取的"懒人"相关搜索建议：
+1. 懒人焖饭
+2. 懒人沙发推荐
+3. 懒人做饭一人食
+4. 懒人减肥法
+5. 懒人食谱
+6. 懒人美食
+7. 懒人减脂餐
+
+### 灵感点生成
+
+#### 灵感1：懒人妻子的厨房神器
+**实质维度**：
+- 核心对象：厨房小家电（懒人焖饭锅、空气炸锅）
+- 场景：居家环境（客厅/厨房）
+- 人物关系：懒人妻子 + 丈夫
+
+**形式维度**：
+- 视觉手法：借位拍摄 + 图片文字
+- 叙事结构：前后对比（使用前 vs 使用后）
+- 情感基调：幽默搞笑
+- 叙事技巧：反转（期待做大餐 → 实际是懒人神器）
+
+**意图维度**：
+- 分享 + 产品植入
+
+**选题方向**：
+- "懒人妻子的厨房翻车现场：丈夫以为我要做大餐，结果..."
+- "懒人焖饭神器测评：让老公以为我会做饭的秘密武器"
+
+---
+
+#### 灵感2：懒人减肥法的职场实践
+**实质维度**：
+- 核心对象：健康食品、运动小工具
+- 场景：职场场景（办公室）
+- 人物关系：打工人
+
+**形式维度**：
+- 视觉手法：DIY改造 + 功能转换
+- 叙事结构：情节式
+- 情感基调：幽默搞笑
+- 叙事技巧：夸张（把办公用品变成健身器材）
+
+**意图维度**：
+- 分享
+
+**选题方向**：
+- "打工人的懒人减肥法：办公室摸鱼也能瘦"
+- "把办公椅变成健身器材的100种方法"
+
+---
+
+## 三、路径B：高频模式复用灵感
+
+### 模式来源
+基于 pattern 数据中的高频创作模式（support ≥ 0.05）
+
+### 模式1：合影 + 产品植入 + 借位拍摄
+**历史数据**：
+- Support: 0.0508（3篇帖子）
+- 关键元素：
+  - 灵感点：合影
+  - 关键点：借位拍摄、创意
+  - 目的点：产品植入
+
+**灵感点生成**：
+
+#### 灵感3：情侣合影的护肤品创意展示
+**实质维度**：
+- 核心对象：护肤产品（面霜、精华）
+- 场景：户外景观（海边、草坪）
+- 人物关系：男友/情侣
+
+**形式维度**：
+- 视觉手法：借位拍摄（让护肤品成为合影的一部分）
+- 后期处理：图片文字（补充说明）
+- 叙事技巧：创意展示
+
+**意图维度**：
+- 分享 + 产品植入
+
+**选题方向**：
+- "和男友的合影里藏了个小心机：护肤品借位拍照法"
+- "海边合影新玩法：让你的护肤品成为第三个人"
+
+---
+
+### 模式2：功能转换 + 产品植入 + 夸张
+**历史数据**：
+- Support: 0.0508（3篇帖子）
+- 关键元素：
+  - 灵感点：功能转换
+  - 关键点：夸张、分镜式呈现
+  - 目的点：产品植入
+
+**灵感点生成**：
+
+#### 灵感4：日常物品的神奇功能转换
+**实质维度**：
+- 核心对象：手机支架、洗发水瓶、沐浴露
+- 场景：居家环境
+- 人物关系：懒人妻子
+
+**形式维度**：
+- 视觉手法：功能转换（把产品用在意想不到的地方）
+- 叙事结构：分镜式呈现
+- 叙事技巧：夸张
+- 后期处理：图片文字
+
+**意图维度**：
+- 分享 + 产品植入
+
+**选题方向**：
+- "洗发水瓶的100种隐藏功能：懒人妻子的生活智慧"
+- "手机支架居然还能这样用？老公都惊呆了"
+
+---
+
+### 模式3：办公室场景 + 防老板摸鱼 + 神器
+**历史数据**：
+- Support: 0.0339（2篇帖子）
+- 关键元素：
+  - 灵感点：办公室场景、防老板摸鱼、神器
+  - 关键点：打工人设
+  - 目的点：产品植入
+
+**灵感点生成**：
+
+#### 灵感5：打工人的摸鱼神器合集
+**实质维度**：
+- 核心对象：数码产品（手机、屏幕）、办公用品
+- 场景：职场场景（办公室）
+- 人物关系：打工人
+
+**形式维度**：
+- 视觉手法：旁观视角
+- 叙事结构：列举式
+- 情感基调：幽默搞笑
+- 后期处理：图片文字
+
+**意图维度**：
+- 分享 + 产品植入
+
+**选题方向**：
+- "打工人必备：老板来了也发现不了的摸鱼神器"
+- "办公室摸鱼装备升级指南：从青铜到王者"
+
+---
+
+## 四、路径C：平台热点结合灵感
+
+### 热点来源
+小红书"情侣搞笑"相关搜索建议：
+1. 情侣搞笑日常
+2. 情侣搞笑聊天记录
+3. 情侣搞笑视频
+4. 情侣搞笑拍照姿势
+5. 情侣搞笑互动
+
+### 灵感点生成
+
+#### 灵感6：情侣搞笑拍照姿势 + 借位拍摄
+**实质维度**：
+- 核心对象：护肤品、食品饮料
+- 场景：户外景观
+- 人物关系：情侣/男友
+
+**形式维度**：
+- 视觉手法：借位拍摄 + 创意造型
+- 叙事技巧：反转
+- 情感基调：幽默搞笑
+
+**意图维度**：
+- 分享
+
+**选题方向**：
+- "情侣拍照新姿势：让护肤品成为我们的CP见证"
+- "和男友的搞笑合照：借位拍摄翻车现场"
+
+---
+
+#### 灵感7：情侣搞笑聊天记录 + 图片文字
+**实质维度**：
+- 核心对象：任意产品
+- 场景：不限
+- 人物关系：情侣/男友
+
+**形式维度**：
+- 后期处理：图片文字（对话框式）
+- 叙事结构：对话式
+- 情感基调：幽默搞笑
+- 叙事技巧：反转
+
+**意图维度**：
+- 分享
+
+**选题方向**：
+- "男友看到我的购物车后的聊天记录"
+- "和男友的日常对话：关于护肤品的100种误解"
+
+---
+
+## 五、路径D：跨维度创新组合灵感
+
+### 组合逻辑
+从人设的三个维度中提取高权重元素，进行创新组合。
+
+### 组合1：懒人妻子 + 借位拍摄 + 护肤产品 + 反转
+**灵感点生成**：
+
+#### 灵感8：懒人妻子的护肤伪装术
+**实质维度**：
+- 核心对象：护肤产品（多款）
+- 场景：居家环境（床上）
+- 人物关系：懒人妻子 + 丈夫
+
+**形式维度**：
+- 视觉手法：借位拍摄 + 前后对比
+- 叙事结构：情节式
+- 情感基调：幽默搞笑
+- 叙事技巧：反转（看起来很勤快 → 其实是懒人神器）
+
+**意图维度**：
+- 分享 + 产品植入
+
+**选题方向**：
+- "懒人妻子的护肤伪装术：让老公以为我很勤快"
+- "床上护肤 vs 梳妆台护肤：懒人的终极选择"
+
+---
+
+### 组合2：职场场景 + DIY改造 + 数码产品 + 夸张
+**灵感点生成**：
+
+#### 灵感9：打工人的办公室改造计划
+**实质维度**：
+- 核心对象：数码家电（手机、三联屏）
+- 场景：职场场景（办公室）
+- 人物关系：打工人
+
+**形式维度**：
+- 视觉手法：DIY改造 + 功能转换
+- 叙事结构：分镜式呈现
+- 叙事技巧：夸张
+- 后期处理：图片文字
+
+**意图维度**：
+- 分享 + 产品植入
+
+**选题方向**：
+- "打工人的办公桌改造：把工位变成游戏厅"
+- "三联屏的100种隐藏用法：摸鱼效率翻倍"
+
+---
+
+### 组合3：户外野餐 + 趣味错位 + 食品饮料 + 合影
+**灵感点生成**：
+
+#### 灵感10：野餐合影的创意玩法
+**实质维度**：
+- 核心对象：食品饮料（零食、无醇啤酒）
+- 场景：户外草坪
+- 人物关系：多人/闺蜜
+
+**形式维度**：
+- 视觉手法：趣味错位 + 借位拍摄
+- 镜头范式：手持
+- 情感基调：搞怪俏皮
+- 后期处理：P图
+
+**意图维度**：
+- 分享
+
+**选题方向**：
+- "野餐合影新玩法：让零食成为你的最佳拍档"
+- "户外草坪拍照指南：趣味错位让你的照片更有趣"
+
+---
+
+## 六、高频创作模式总结
+
+### 模式1：产品植入的核心公式
+**数据支持**：Support = 0.4407（26篇帖子，44.07%）
+
+**公式**：
+```
+产品植入（目的点）+ 产品植入（关键点）
+```
+
+**应用建议**：
+- 产品植入既是目的也是关键点，需要自然融入内容
+- 不能生硬植入，要通过创意展示、功能转换等方式
+
+---
+
+### 模式2：夸张 + 产品植入
+**数据支持**：Support = 0.2542（15篇帖子，25.42%）
+
+**公式**：
+```
+夸张（关键点）+ 产品植入（目的点）
+```
+
+**应用建议**：
+- 用夸张的手法让产品植入更有趣
+- 结合分镜式呈现或故事化叙事
+
+---
+
+### 模式3：图片文字 + 补充说明式 + 产品植入
+**数据支持**：Support = 0.2034（12篇帖子，20.34%）
+
+**公式**：
+```
+图片文字（关键点）+ 补充说明式（关键点）+ 产品植入（目的点）
+```
+
+**应用建议**：
+- 用图片文字补充说明产品信息
+- 适合对话式或列举式叙事结构
+
+---
+
+### 模式4：借位拍摄 + 创意 + 合影 + 产品植入
+**数据支持**：Support = 0.0339（2篇帖子，3.39%）
+
+**公式**：
+```
+借位拍摄（关键点）+ 创意（关键点）+ 合影（灵感点）+ 产品植入（目的点）
+```
+
+**应用建议**：
+- 适合户外场景
+- 需要多人配合
+- 产品成为合影的一部分
+
+---
+
+### 模式5：功能转换 + 故事化叙事 + 产品植入
+**数据支持**：Support = 0.0339（2篇帖子，3.39%）
+
+**公式**：
+```
+功能转换（灵感点）+ 故事化叙事（关键点）+ 产品植入（目的点）
+```
+
+**应用建议**：
+- 把产品用在意想不到的场景
+- 用故事化的方式展现功能转换过程
+
+---
+
+## 七、灵感优先级排序
+
+### 高匹配度灵感（与人设高度吻合）
+
+#### 🌟🌟🌟🌟🌟 优先级1：懒人妻子的厨房神器
+- **匹配度**：95%
+- **理由**：
+  - ✅ 核心人设：懒人妻子（常量特征）
+  - ✅ 高频手法：借位拍摄 + 图片文字
+  - ✅ 核心基调：幽默搞笑 + 反转
+  - ✅ 平台热点：懒人焖饭（小红书热搜）
+  - ✅ 产品类别：厨房小家电（符合数码家电品类）
+
+#### 🌟🌟🌟🌟🌟 优先级2：打工人的摸鱼神器合集
+- **匹配度**：92%
+- **理由**：
+  - ✅ 高频场景：职场场景（常量特征）
+  - ✅ 高频对象：数码产品（手机）
+  - ✅ 高频模式：办公室场景 + 防老板摸鱼 + 神器
+  - ✅ 核心基调：幽默搞笑
+  - ✅ 人设延伸：打工人（社会角色）
+
+#### 🌟🌟🌟🌟 优先级3：情侣搞笑拍照姿势 + 借位拍摄
+- **匹配度**：88%
+- **理由**：
+  - ✅ 核心手法：借位拍摄（20.34%高频）
+  - ✅ 人物关系：情侣/男友（13.56%）
+  - ✅ 核心基调：幽默搞笑
+  - ✅ 平台热点：情侣搞笑拍照姿势
+  - ✅ 高频场景：户外景观
+
+---
+
+### 中匹配度灵感（部分符合人设）
+
+#### 🌟🌟🌟 优先级4：懒人减肥法的职场实践
+- **匹配度**：75%
+- **理由**：
+  - ✅ 人设延伸：懒人
+  - ✅ 高频场景：职场场景
+  - ✅ 核心基调：幽默搞笑
+  - ⚠️ 产品类别：健康食品（非核心品类）
+
+#### 🌟🌟🌟 优先级5：野餐合影的创意玩法
+- **匹配度**：72%
+- **理由**：
+  - ✅ 高频场景：户外草坪
+  - ✅ 高频手法：趣味错位 + 借位拍摄
+  - ✅ 核心基调：搞怪俏皮
+  - ⚠️ 人物关系：多人（非核心关系）
+
+---
+
+### 创新型灵感（低匹配度但有潜力）
+
+#### 🌟🌟 优先级6：日常物品的神奇功能转换
+- **匹配度**：68%
+- **理由**：
+  - ✅ 高频模式：功能转换 + 夸张
+  - ✅ 核心人设：懒人妻子
+  - ⚠️ 产品类别：洗护用品（中频品类）
+
+---
+
+## 八、下一步行动建议
+
+### 1. 立即可执行的选题（Top 3）
+1. **懒人妻子的厨房神器**
+   - 产品：懒人焖饭锅/空气炸锅
+   - 场景：居家厨房
+   - 脚本：丈夫以为要做大餐 → 实际是懒人神器
+
+2. **打工人的摸鱼神器合集**
+   - 产品：手机支架/屏幕相关产品
+   - 场景：办公室
+   - 脚本：列举式展示各种摸鱼神器
+
+3. **情侣搞笑拍照姿势 + 借位拍摄**
+   - 产品：护肤品
+   - 场景：户外（海边/草坪）
+   - 脚本：借位拍摄让护肤品成为合影的一部分
+
+### 2. 需要进一步验证的选题
+- 懒人减肥法的职场实践
+- 野餐合影的创意玩法
+
+### 3. 创新尝试方向
+- 功能转换类内容（洗发水瓶的隐藏功能）
+- 情侣聊天记录类内容（对话框式）
+
+---
+
+## 九、创作路径记录
+
+### 探索过程
+1. ✅ 读取人设三维度数据（实质、形式、意图）
+2. ✅ 提取核心常量特征（懒人妻子、借位拍摄、分享意图）
+3. ✅ 读取 pattern 数据（高频创作模式）
+4. ✅ 获取平台热搜词（懒人、情侣搞笑、借位拍摄）
+5. ✅ 跨维度组合生成灵感
+6. ✅ 匹配度分析与优先级排序
+
+### 数据支持
+- 人设数据：59篇帖子
+- Pattern 数据：26个高频模式（support ≥ 0.03）
+- 平台热搜：10+个相关搜索词
+
+### 工具使用
+- ✅ read_file：读取人设和 pattern 数据
+- ✅ get_search_suggestions：获取平台热搜词
+- ❌ search_posts：搜索失败（平台限制）
+- ❌ topic_search：请求异常
+
+---
+
+*本报告基于数据分析生成，所有灵感点均有数据支持，建议结合实际情况进行选题开发。*