{
  "id": "visual_intelligence_search_prelude_insight",
  "type": "prelude_insight",
  "theme": "visual_intelligence_search",
  "title": "Visual Intelligence / Search 前导洞察：先整理可检索内容和多模态入口",
  "label": "Visual Intelligence & Search",
  "status": "prelude_ready",
  "evidence_grade": "A- · Apple-source indexed transcript",
  "intent": "进入 PoC 或分工前的认知对齐材料，不承诺排期。",
  "core_thesis": "Visual Intelligence 和 Core Spotlight 的组合说明 Apple 正在把搜索、视觉输入和模型上下文连接起来；产品机会不在“看图聊天”，而在把 app 内容变成可检索、可解释、可行动的上下文。",
  "what_to_align_first": [
    "不要从泛化视觉问答开始，先找低风险多模态任务。",
    "不要忽略 metadata quality，检索质量决定模型回答质量。",
    "不要让模型访问无权限内容，检索层必须尊重授权边界。",
    "不要只做搜索结果，要做可解释来源和用户纠错。",
    "不要把视觉能力和 action 分离，多模态输入应连接到明确任务。"
  ],
  "prelude_questions": [
    {
      "area": "产品",
      "question": "哪些内容或对象最适合被视觉/搜索入口触发？"
    },
    {
      "area": "内容平台",
      "question": "我们的 metadata、索引和权限模型是否足够支撑 retrieval？"
    },
    {
      "area": "客户端工程",
      "question": "Core Spotlight / Vision / model context 的边界如何划分？"
    },
    {
      "area": "设计",
      "question": "搜索/视觉结果如何展示来源、置信度和纠错入口？"
    },
    {
      "area": "隐私",
      "question": "图像、文本索引、本地内容是否会触碰敏感数据？"
    },
    {
      "area": "QA",
      "question": "如何评估 retrieval relevance 和多模态错误？"
    }
  ],
  "recommended_next_step": "先开一次 60-90 分钟 Visual Intelligence & Search 前导洞察评审会，只做认知对齐、方向排序和分工准备。",
  "deferred_items": [
    "Metadata quality audit",
    "Spotlight retrieval prototype",
    "Visual task inventory",
    "Permission-safe retrieval checklist"
  ],
  "source_sessions": [
    {
      "session_id": "246",
      "title": "LLM search using Core Spotlight",
      "priority": "P1",
      "apple_url": "https://developer.apple.com/videos/play/wwdc2026/246"
    },
    {
      "session_id": "297",
      "title": "Best practices for integrating visual intelligence in your app",
      "priority": "P1",
      "apple_url": "https://developer.apple.com/videos/play/wwdc2026/297"
    },
    {
      "session_id": "237",
      "title": "What’s new in image understanding",
      "priority": "P2",
      "apple_url": "https://developer.apple.com/videos/play/wwdc2026/237"
    },
    {
      "session_id": "292",
      "title": "Design intuitive search experiences",
      "priority": "P2",
      "apple_url": "https://developer.apple.com/videos/play/wwdc2026/292"
    }
  ],
  "last_updated": "2026-06-09"
}