Gorden Sun (@Gorden_Sun)

Autodata：Agent合成高质量训练数据 Meta提出Autodata框架，让一个Agent扮演数据科学家的角色：生成数据、检查质量、量化评测、总结经验→改进方法，循环这个流程提升效果。 不仅Agent能造数据，Agent本身也能被“元优化”，让它更会当数据科学家，带来额外提升。 论文：

谷歌开源agents-cli 不是Agent，实际只是一套Skill包，能让本地Agent能在谷歌云服务上构建和调试云端Agent。新时代的开发文档了，直接发一套Skill让Agent用，反正代码也是Agent写。 Github：

WanStreamer：阿里通义发布端到端实时交互基础模型，听、看、说、动在一个Transformer里 · 单一Transformer同时建模语言、音频、视频的输入与输出，靠block-causal attention实现增量式流式生成 · 模型侧响应延迟约200ms，叠加350ms网络延迟后总交互延迟约550ms，可支持亚秒级全双工音视频对话 · 当前版本分辨率仅192p，属于验证端到端设计的概念验证，后续可扩展到更高分辨率。未开源。 项目介绍：

Google AI Studio上线Design Variations功能 生成的网页，可以先一键生成多个新的风格，然后挑选喜欢的应用。AI Studio里用Gemini 3.5 Flash生成网页还是可以的，生成后也能便捷的分享给其他人查看。 使用路径：AI Studio，Build New APP，生成网页后点击右上角Edit tools，然后下方点Designs

GPT 5.6发布了，又好像没发布 5.6 Sol：Mythos级别的模型，但是速度比Mythos慢。仅对少量机构开放。 5.6 Terra：性能接近5.5，但是价格更便宜。OpenAI惯用伎俩了，不是为了模型升级，而是为了省钱。 5.6 Luna：快速模型，适合简单任务。

Your anniversary dinner conflicts with an urgent meeting. SuperNori automatically contacts restaurants with availability after the meeting and gives you three options that match both your preferred cuisine and budget.

Nori @Nori_FamilyAI just launched SuperNori — the first proactive Family AI Agent. Nori previously launched the Nori Family AI Assistant, an AI assistant designed to help family members stay in sync. It has already served more than 200,000 families. The Nori Family AI Assistant follows the traditional AI interaction model: family members ask questions and Nori answers, or they set reminders and Nori notifies them when the time comes. SuperNori is different. It can proactively start conversations with family members. It not only learns from everyday conversations, but can also connect to smart home devices to understand what is happening around the house. With your permission, it can even control those devices and take action for you. I really like this line: “The Family AI Agent That Looks After Everyone You Love, and You.” The product genuinely reflects the warmth and care behind that vision. These may seem like small, everyday things, but they can make the person managing a household feel noticed, supported, and cared for. I selected a few of my favorite moments from the product video. You can watch the full video in @IsaacDrgn’s post. Join the waitlist: A few examples: · You wake up to a rainy morning. SuperNori notices heavy traffic and reminds you to book a ride earlier. · It notices when the milk and granola are running low, automatically compares prices at Whole Foods and Trader Joe’s, and then asks you to confirm the purchase.

Google Finance正式上线 相比传统资产管理软件，能用自然语言提问，让AI分析你的投资组合；能设置定时任务，每天发送你关心的金融简报。 官网：