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。
We’re adding IP ranges for GitHub webhook deliveries on github.com. The Meta API now includes these additional ranges in the hooks field. If you maintain a static network allowlist for incoming webhook deliveries, add these CIDR prefixes alongside your existing webhook IP ranges
OpenAI’s updated Model Spec outlines five core values to guide more capable AI toward sound judgment, human agency, and faithfulness to human intent.
Ropes & Gray is developing AI for transactional diligence with OpenAI. Lawyers review grouped documents, summaries, and reports before advising clients.
See Google A2Ui in action! Learn how to natively render agentic UIs across Langchain, AWS Strands, Microsoft agents, and Google ADK using CopilotKit SDKs for A2UI.
A new startup called &Truth is joining the race to automate formal verification, a painstaking process that uses math to prove software works as intended.
The music layerfor your AI stack Discussion | Link
arXiv:2610.33178v2 Announce Type: replace Abstract: Coding agents are moving from handling one request at a time to serving as persistent assistants to which users hand a stream of work: a build, a data-processing job and a bug fix may all be pending on the same machine at once.
arXiv:2610.36229v1 Announce Type: cross Abstract: AI coding agents such as Claude Code, GitHub Copilot coding agent, and Cursor now commit directly to open-source repositories. Empirical studies of these agents identify their commits through authorship signatures, such as bot acc
How I Built the Most AI-Pilled Company in the World Don't be put off by the clickbait headline, this piece by Jacob Sansbury describing how they are building Spawn is a fascinating exploration of the bleeding edge of what's possible with agentic engineering against frontier model
Enterprises working with a GitHub or Microsoft account team can now get Copilot included with GitHub Enterprise for every licensed user. Previously, you had to manage two things: how many Copilot seats you were paying for and how much AI usage those users consumed. With Copilot i
📌 一句话摘要 DeepSeek 开源了 Agent 框架 Harness，通过 Workflow 编排和插件化设计，允许用户组织多个 Agent 协作完成复杂编程与办公任务。 📝 详细摘要 DeepSeek 发布了开源 AI Agent 框架 Harness，其核心理念是“Agent = Model + Harness”。该框架支持通过 Workflow 工具实现多个 Agent 协同工作，并允许灵活切换底层模型（如 DeepSeek， Claude， OpenAI）。用户可以通过 Creator 模式通过对话创建自定义 AI 插件。文章详细介绍了 H
Use claude code to build analytics widgets for your notch Discussion | Link
The MPC Sample Key looks like the MPC Sample just with keys instead of pads. | Image: Akai The MPC Sample Key isn't even formally announced yet, but Akai is already showing off what the modding community is cooking up through vibe coding. Akai has decided to embrace the explosion
This month Elorian launched its first visual reasoning model , Glimpse . It’s being promoted as “a new category of visual thinking model: a system that reasons about the physical world from what it sees.” View post on X ↗ So how does Glimpse compare to both frontier models and wo
korean solo dev, bad english so translator help me. making WW2 tank RTS with claude code since may. yesterday on r/RealTimeStrategy people said it looks like Gates of Hell, made me happy. but every post gives only 1 to 3 wishlists. i dont know if my editing is bad or nobody is in
It’s a good thing we published our Opus 5.5 podcast calling it the world’s best model before today’s launch. In a very pleasant surprise, Gemini announced Carbon , a newer frontier model than the 3 week old Argon , with fantastic benchmarks: Taking it to the new #1 on the Artific
📌 一句话摘要 西湖心辰创始人蓝振忠探讨自回归模型的局限性，并提出通过扩散模型与并行思维链技术提升 AI 交互效率的新路径。 📝 详细摘要 西湖心辰创始人蓝振忠在访谈中分析了当前大模型在推理阶段面临的串行计算瓶颈，并对比了扩散模型在训练与推理并行化上的优势。他详细介绍了西湖心辰开发的 LLaDA 系列扩散语言模型，以及即将推出的并行思维链模型，旨在通过同时展开多条路径来提升 AI 的响应速度与质量。蓝振忠预判未来 AI 的核心趋势是全模态 Agent 交互，而扩散模型是实现这一目标的理想架构。 💡 主要观点 自回归模型的推理效率存在瓶颈 传统的自回归模型
On Thursday, AI app Wabi, now describing itself as a "personal agent," said it has raised $55 million at a $1.25 billion valuation.
用 AI 生成一段十几秒的视频，已经不是什么难事了。 随着视频模型的进步，越来越多创作者开始尝试更复杂的内容。从最初的一条视频，到完整的短片、商业广告，再到有连续剧情和多个角色的剧集，AI 视频创作能够完成的作品也越来越丰富。 不过，当创作对象从单条视频变成一部完整作品，需要解决的问题也多了起来。 几十甚至上百个镜头，如何保证人物形象、服装和场景的一致性？修改一段剧情，能不能同步调整后面的分镜？已经生成的视频，如果只有几秒钟不满意，还需要全部重新生成吗？ 过去，即梦已经提供了不少面向短片、商业广告等专业创作场景的工具。现在，即梦开始进一步探索剧集创作，正
Nearly two years after LG and Samsung announced at CES 2025 that their latest smart TVs would include access to Microsoft's Copilot, the company is ending support for the AI assistant's functionality on all TVs this year, according to a report by Windows Central . The news comes
Fleet-wide computer vision model lifecycle management is a problem that shows up the moment a quality inspection proof of concept succeeds. One camera and one model work fine. Then the plant asks for the same result on 40 lines, each with several cameras, and every camera sees th
Weaviate's GraphQL API is deprecated as of October 26, 2026. See the timeline for Weaviate Cloud and self-hosted, who is affected, and how to migrate.
PLUS: Figure locks in its 'iPhone 1 of humanoids'
I have written a lot about reasoning models here over the last two years on Ahead of AI, including a recent article on mechanisms to control reasoning effort levels in contemporary LLMs . Reasoning models are still as relevant as ever. In fact, almost all current-generation LLMs