Pai 的 AI 雷达
含近几日仍热话题，按时间衰减排序。今天先看 kortix-ai/suna，其次 Arindam200/awesome-ai-apps。并行还有 Webhook IP ranges added to the Meta API、An updated Model Spec for more capable and beneficial AI。
GitHub Copilot Fusion is generally available. Instead of picking a model for each task, choose Copilot Fusion and let Copilot intelligently route and orchestrate which models it uses for you. Copilot Fusion brings together Project HydraFusion’s multi-model orchestration and Copil
Sources tell WIRED that an Accenture employee’s personal Claude agent ran on a DOD network for two months before it was identified and the vulnerability could be patched.
Shared Copilot Automations are rolling out, enabling teams to build and maintain AI-powered workflows together. With Copilot Automations, you can combine prompts, triggers, and tools to design workflows around the way your team works. Copilot runs autonomously in the cloud, using
Repository plugin defaults and enterprise-managed plugin controls are now generally available in VS Code, Copilot CLI, and the GitHub Copilot app. Trusted repositories can install and enable default plugins for contributors. Enterprises can require plugins, block plugins, and res
Google 三季度搜索收入增长约 12%，低于分析师预期的 15%，市值一度缩水最多 10%。高管 Philipp Schindler 承认 AI mode 查询的强劲增长因变现率较低产生了影响，同时公司称搜索查询年增速达五年来最高，并计划在美国及国际市场扩大聊天机器人广告项目。 🔗 阅读原文 via AIHOT · https://aihot.news/items/wry19y87ktlbmfwu581jjffj7
Your coding agent designs your app store screenshots Discussion | Link
How AI might enter the org chart—beneath, beside, and between us.
Claude Code keeps telling me to go to bed. I'm 49 years old. I don't need my AI telling me when it's bedtime. Anyway, I figured out how to outsmart it. Made a little video about our dysfunctional working relationship.
📌 一句话摘要 TRAE 开发者个人助理通过跨项目记忆和任务并行调度，解决了 AI 编码中工作流程碎片化的问题，实现了从单点指令到项目级管理的转变。 📝 详细摘要 本文介绍了 TRAE 开发者个人助理如何解决 AI Coding 工作流程中的痛点。文章首先回顾了 AI 编码工具的三代发展历程，从补全时代到单会话 Agent 时代，再到现在的项目级助理时代。作者通过在 B 站开源的 Go 微服务框架 kratos 上的实际测试，展示了 TRAE 如何实现跨项目理解、任务拆解与并行执行、编译测试验证等完整工作流。文章最后讨论了 TRAE 如何改变开发者的工作
Boris Cherny 介绍犹他州向 10 个州政府部门的 34 名开发者提供了 Claude Code。试点显示 80% 的开发者在 30 分钟内搭好可用环境，71% 的开发者在为期四周的试点结束前报告节省了 20 小时以上时间。该推文引用了 Anthropic 与 GSA 合作将 Claude 以 40% 折扣提供给联邦及各级政府的公告作为背景。 🔗 阅读原文 via AIHOT · https://aihot.news/items/fbxzb7x7fzbjn0dmf367ywxrm
📌 一句话摘要 滴滴技术团队开源 HelixHarness，通过结构化工程上下文和标准化工作流，解决 AI Agent 在复杂真实工程环境中的稳定交付问题。 📝 详细摘要 本文介绍了滴滴金融技术团队开源的 HelixHarness 项目，旨在解决 AI Coding 在团队落地过程中面临的工程化支撑不足、过程不可观测、评测缺失及框架适配等挑战。通过构建 Knowledge、Harness、Specs、Hooks 四层工程上下文，将项目知识、规范约束和需求契约结构化，并结合初始化、方案设计、执行和验证的标准工作流，确保 Coding Agent 能够理解项
A hulking gray giant rises from the desert. Inside, engineers create the force behind our phones and computers and appliances, our streaming services and search engines and chatbots and vibe-coded apps and websites. The complex is simultaneously massive and squat, dwarfed by the
Build and publish real apps without leaving ChatGPT Discussion | Link
Ask ChatGPT what broke in production Discussion | Link
OpenAI is doubling usage limits across its paid plans, from Pro 100 to Pro 500. A planned cut to the Pro 200 quota was reversed after user pushback. More efficient models like Terra and Sol should push usable capacity even higher. The move comes just ahead of Anthropic's IPO, as
OpenAI-backed Thrive Holdings is buying ADT in a $15.3 billion deal, with plans to bring AI to the home security business.
Now you can generate, preview, and edit PDFs, Google Docs, Google Sheets, slide decks, Markdown files, TXT files, and code directly within Google Gemini . The new file editing capabilities are available starting today for all Gemini users, and while PDF previews/editing works on