{
  "date": "2026-07-18",
  "title": "早报｜霍尔木兹风险、上海 AI 大会与模型价格争议",
  "url": "https://daily.yisiliu.io/20260718/",
  "summary": "7月18日，市场先看地缘风险对能源和半导体风险偏好的传导；中文互联网的公共注意力落在上海 WAIC、智能体互操作、Kimi K3 价格和灾害救援；本地生活只覆盖今天，上海偏 AI 大会与美术馆，杭州偏室内展览和夜间小型演出。",
  "generated_at": "2026-07-18T07:45:00+08:00",
  "sections": [
    {"id":"judgment","title":"今日判断","summary":"能源尾部风险、AI 基础设施标准化、模型收费分层是今天最值得分开看的三条线。"},
    {"id":"macro","title":"宏观 / 金融 / 政策","summary":"东财快讯显示霍尔木兹相关消息、美联储利率概率、A50 夜盘与中国人形机器人标准会同时进入早盘语境。"},
    {"id":"hotspots","title":"中文互联网热点 / 讨论场","summary":"百度热榜、微博、知乎和36氪共同指向 AI 治理、上海 WAIC、Kimi K3 价格、重庆彭水山体垮塌四个议题。"},
    {"id":"local-life","title":"上海 & 杭州今天可以做什么","summary":"7月18日只列今天可执行活动，上海偏 WAIC 与西岸展览，杭州偏室内展馆与小型现场。"},
    {"id":"ai","title":"AI / 科研 / 开发者工具","summary":"今日论文候选里，机器人长上下文、视觉推理、预训练数据污染更有增量；开发者社区继续讨论 Kimi K3 和成本敏感评测。"}
  ],
  "items": [
    {"title":"霍尔木兹消息把能源风险重新放到盘前","summary":"东财7x24转述伊朗革命卫队称两艘油轮在霍尔木兹海峡南部雷区后爆炸起火，美军与伊朗相关消息叠加，今天更适合把油价、航运和半导体风险偏好放在同一张表里看。","why_it_matters":"这不是普通地缘 headline；它会同时改变通胀预期、风险资产估值和亚洲早盘情绪。","source_name":"东方财富快讯","source_url":"https://finance.eastmoney.com/a/czqyw.html","tags":["macro","energy"]},
    {"title":"人形机器人进入标准与产量并行阶段","summary":"东财快讯称工信部人形机器人与具身智能标准化技术委员会年度会议在浙江绍兴上虞举行，并转述今年我国人形机器人产量有望超过10万台。","why_it_matters":"看点不在单个样机，而在标准、供应链和量产节奏开始绑定。","source_name":"东方财富快讯","source_url":"https://finance.eastmoney.com/a/czqyw.html","tags":["robotics","industrial"]},
    {"title":"上海 WAIC 把 AI 治理和城市体验放在同一场景","summary":"百度热榜把“这场大会让上海变成未来城”推到实时榜前列，描述7月17日至20日 WAIC 在世博、张江、西岸等场景展开。微博同时出现“智能体互信互联互操作全球合作倡议”。","why_it_matters":"AI 议题从模型能力转向互操作、治理和城市展示，公众看到的是机器人，行业看的其实是接口秩序。","source_name":"百度热榜 / 微博热搜","source_url":"https://top.baidu.com/board?tab=realtime","tags":["china-internet","ai-governance"]},
    {"title":"Kimi K3 价格争议让“模型能力”回到单位经济账本","summary":"知乎热榜讨论 Kimi K3 较上一代价格上调，HN 也出现 Simon Willison 关于 Kimi K3 与 pelican benchmark 的讨论。","why_it_matters":"模型发布不再只比参数和榜单，开发者会把价格、缓存命中、推理延迟和任务稳定性一起算。","source_name":"知乎热榜 / Hacker News","source_url":"https://www.zhihu.com/question/2061233239566685346","tags":["llm","pricing"]},
    {"title":"重庆彭水山体垮塌成为主流注意力与平台问答共同议题","summary":"百度热榜和知乎热榜都把彭水山体垮塌列在前位，公开报道数字仍应以官方更新为准；平台讨论集中在救援进展、地质风险和山区道路安全。","why_it_matters":"灾害信息的重点不是情绪转发，而是哪些数字已经由官方确认、哪些仍在救援过程中更新。","source_name":"百度热榜 / 知乎热榜","source_url":"https://www.zhihu.com/question/2061492162714395796","tags":["public-safety","china-internet"]}
  ],
  "sources": [
    {"name":"百度热榜 realtime","url":"https://top.baidu.com/board?tab=realtime"},
    {"name":"微博热搜","url":"https://s.weibo.com/top/summary"},
    {"name":"知乎热榜","url":"https://www.zhihu.com/hot"},
    {"name":"36氪热榜","url":"https://36kr.com/newsflashes"},
    {"name":"东方财富快讯","url":"https://finance.eastmoney.com/a/czqyw.html"},
    {"name":"arXiv","url":"https://arxiv.org/"},
    {"name":"Hacker News","url":"https://news.ycombinator.com/"},
    {"name":"WAIC / 上海人工智能大会","url":"https://www.worldaic.com.cn/"},
    {"name":"西岸美术馆","url":"https://www.westbund.com/"},
    {"name":"良渚博物院","url":"https://www.lzmuseum.cn/"}
  ],
  "local_life": {
    "shanghai": [
      {"time":"7月18日白天","title":"2026 世界人工智能大会公众参观与机器人展示","venue":"世博展览馆、张江、西岸相关会场","price":"以大会预约与现场规则为准","source_name":"WAIC / 百度热榜","source_url":"https://www.worldaic.com.cn/","why":"适合把“智能体互操作”和机器人产业化从新闻词变成实物体验。"},
      {"time":"7月18日下午","title":"西岸美术馆当期展览","venue":"徐汇滨江西岸美术馆","price":"以场馆票务为准","source_name":"西岸美术馆","source_url":"https://www.westbund.com/","why":"适合在 WAIC 西岸动线附近安排一段室内展览，避开午后高温。"},
      {"time":"7月18日晚间","title":"上海城市草坪音乐会夏季演出","venue":"上海城市草坪音乐广场周边","price":"以官方预约信息为准","source_name":"上海本地活动信息","source_url":"https://www.shcmusic.edu.cn/","why":"适合下班后或傍晚轻量安排，不必把一天都压在展馆里。"}
    ],
    "hangzhou": [
      {"time":"7月18日白天","title":"良渚博物院常设与当期展陈","venue":"良渚博物院","price":"以场馆预约为准","source_name":"良渚博物院","source_url":"https://www.lzmuseum.cn/","why":"适合把今天安排成室内文化线，信息密度高，也不依赖夜间票务。"},
      {"time":"7月18日下午","title":"中国美术学院美术馆当期展览","venue":"南山路 / 象山校区相关馆区","price":"以场馆公告为准","source_name":"中国美术学院美术馆","source_url":"https://www.caa.edu.cn/","why":"适合看展路线，和西湖周边晚饭动线兼容。"},
      {"time":"7月18日晚间","title":"杭州 Livehouse 小型现场","venue":"杭州酒球会 / MAO 等现场空间","price":"以票务页为准","source_name":"秀动 / 演出场馆","source_url":"https://www.showstart.com/event/list?pageNo=1&pageSize=100&cityCode=571&showTime=6","why":"适合想把周六晚上留给现场音乐的人；优先选明确写有7月18日场次的演出。"}
    ]
  },
  "papers": [
    {"title":"RoboTTT: Context Scaling for Robot Policies","summary":"把机器人策略的视觉动作上下文扩到 8K timesteps，目标是在不增加推理延迟的情况下做一次示范学习和在线改进。","why_it_matters":"如果结果可复现，机器人基础模型的瓶颈会从单步反应转到长上下文记忆。","source_name":"arXiv","source_url":"https://arxiv.org/abs/2607.15275v1","tags":["robotics","test-time-training"]},
    {"title":"Partition, Prompt, Aggregate: Statistical Self-Consistency in Language Models","summary":"用全概率公式检查 LLM 条件分布是否能聚合成总体分布。","why_it_matters":"这类工作把“模型是否懂统计一致性”变成可测问题，适合作为评测工具箱收藏。","source_name":"arXiv","source_url":"https://arxiv.org/abs/2607.15277v1","tags":["evaluation","llm"]},
    {"title":"Pretraining Data Can Be Poisoned through Computational Propaganda","summary":"研究预训练语料在大规模异质数据和清洗流水线中如何被计算宣传污染。","why_it_matters":"它把数据投毒从小样本攻击推到预训练供应链层面，安全与数据治理团队都需要读摘要。","source_name":"arXiv","source_url":"https://arxiv.org/abs/2607.15267v1","tags":["data","safety"]}
  ]
}
