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用户讨论在 iPhone Duo 设备上使用 Codex 进行高强度编码（"Codexmaxxing"）的体验，确认这是一种可行的工作流。
Amazon announced several new Echo devices including an Alexa Photo Frame, Echo Time bedside clock, Echo Studio with camera, and Echo Show 16 with an AI-generated Alexa interface, aiming to expand the Alexa+ experience across the home.
Mo is a small character assistant for Mac that automates 232 tasks for users, launched on Product Hunt.
Macmillan staffers tell WIRED that the publisher loudly launched an enterprise AI chatbot called NOA, built by German firm Chaptr, only for it to be quietly sunset in October 2025 after employees found it useless, with leadership now pushing Google Gemini into workflows.
Mozilla is updating Firefox's AI-powered Smart Window with AI form filling that draws on open tabs, plus a feature that monitors webpages for changes like sales or job listings. Data from source pages is sent to Google's Gemini 3.1 Flash Lite to generate suggestions, and both features are rolling out to the beta in the US and Canada.
Dropbox announced Dropbox for Microsoft Copilot, an integration that lets users find and summarize Dropbox content within Copilot, draft documents in Microsoft Word, and save generated text back to Dropbox with shared links.
TechCrunch 报道 OpenAI 在开发者日推出的常驻 AI 个人助理 dots，其企业产品负责人 Alexander Embiricos 在 TechCrunch Disrupt 上讲述了该产品如何从 Codex 等编码工具演变为面向大众的主动式助手。
Kiwi is a proactive AI assistant that reaches out via text messages before users even ask, launching on Product Hunt.
The author introduces Zaelar, a personal agent operating system with a self-building live interface that replaces chat boxes, offering app generation, tool integration, long-term memory, and agent-to-agent communication via the MeshKore network. The repo is public and self-hostable, inviting community testing and contributions.
At its GM Forward event, General Motors announced OnStar AI, an in-car AI assistant debuting in 2027 Cadillac Lyriqs, plus plans to use AI to halve vehicle development time and expand eyes-off highway driving. GM also criticized Tesla's supervised FSD approach as offering an 'illusion of autonomy.'
Elon Musk suggests trying Grok for tasks like tax return analysis, claiming it could find refund opportunities for users.
作者构建了一个名为 MAVIS 的个人 AI 助手，能够自行编写工具与子代理，并通过自我反思探索和扩展知识库，同时注重确定性、安全性和可观测性，现征求社区对其设计的反馈。
推文讨论 Grok Bot 新增的购物与比价功能，它会在消费前征求用户同意，并引发关于使用信用卡进行 AI 代购是否安全的讨论。
Koi 是一款 Mac 应用，将听写工具、会议记录器和 AI 助手三合一，支持离线无限听写、屏幕感知的 AI 助手以及无需机器人入会的通话录制与笔记生成。
Elon Musk shared an update on new features coming to Grok Bot, including chat cards, speed improvements, draft edits, email aliases, X DMs, connectors, voice calls, notifications, and Android assistant access.
Replika 创始人 Eugenia Kuyda 正式发布 Wabi 2.0，一款多线程、多玩家式的个人 AI 助手，以消息应用形式呈现，可自动生成任务线程与定制应用，与 Muse、Instinct 等个人 AI 助手竞争。
A beginner-friendly, step-by-step Chinese tutorial showing readers how to use Claude Code or Codex to flash the open-source xiaozhi-esp32 firmware onto an ESP32-S3 development board, then set it up via phone Wi-Fi configuration, bind it to a backend dashboard, authenticate with GitHub, and upgrade the language model for free — turning the board into a desktop AI voice assistant.
Stella is an emotional wellness AI companion launching on Product Hunt, offering voice conversations via its iOS app and text-based chats through iMessage to help users process feelings and find perspective. It is free to download with a subscription model and is explicitly positioned as a supportive tool rather than therapy.
A parent reports that the AI assistant Tomo asked their daughter about their black cat despite never being told about it, raising concerns about whether the tool scraped her social media data. Tomo admitted it could not rule out obtaining information from her social media accounts, prompting privacy worries.
America.gov launches as a US government AI-powered portal providing simple answers from official sources for services like jobs, passports, housing, and medication costs, with expanded form-filling features planned for 2027.