Pai 的 AI 雷达
含近几日仍热话题，按时间衰减排序。今天先看 pchalasani/claude-code-tools，其次 Gourieff/ComfyUI-ReActor。并行还有 Usage metrics API adds usage from tools like OpenCode、Turn notifications into code with GitHub Copilot in Teams。
The Copilot usage metrics API now reports model usage from more of the tools your developers use with Copilot, including tools like OpenCode that weren’t previously captured in your reports. A new totals_by_client array is available in the enterprise, organization, enterprise-use
The new GitHub app in Teams brings notifications and Copilot together, helping teams turn issues into fixes and ship code faster without leaving the conversation. Get notified in channels, group chats, or private chats, then @mention GitHub to turn updates into action. Turn an is
In today’s issue: Moonshot launches Kimi K3.1 Pro Anthropic previews Claude Duet OpenAI coordinates critical PHP fixes MiniMax opens M3.1 Flash weights Recursive ships local coding model Flint DeepSeek open-sources DeepInfer Ramp details its Laminar harness Inception launches dif
Learn how OpenAI scaled Habitat with reliable multi-tenancy, global caching, and Azure Cosmos DB to deliver 12× faster reads for ChatGPT.
Teaching a robot to navigate an obstacle course requires more than a walking policy. It must perceive its surroundings, maintain balance, and adjust its actions when obstacles block the path ahead. Developing these capabilities connects several stages: creating assets and an envi
2 months ago we covered Z.ai CEO Prof Jie Tang’s prediction that we’d get a Fable-class open weights model by year end . 2 weeks ago Meta achieved a Fable-class model in closed source , but, with 2.5 months left to go, we finally got it - a 2.8T open weights model beating Fable 5
Generative AI
Every Claude Code agent, at a glance, in your Mac's notch Discussion | Link
A pet for every Claude Code session Discussion | Link
Claude Cowork and chat come together for Enterprise
So I found myself surprised today that exiting the CLI with CTRL-C does not, in fact, close Claude CLI. What it does is it closes the agent's terminal interface, but it leaves a background process active, even if you didn't work on anything at all. Try it yourself: run claude, ex
On Thursday, Pennsylvania Governor Josh Shapiro signed the Artificial Intelligence Deceptive Advertising Act into law, requiring disclosures on AI-generated ads. The law requires any ad - whether it's a still image, video, audio, or text - that "has been significantly modified or
A controlled study shows that switching between coding-agent harnesses like Claude Code, OpenCode, or mini-SWE-agent barely moves pass rates more than rerunning the same setup. Cost per task, however, can triple, driven mainly by the system prompt that gets resent with every step
Anthropic published an 18-minute guide on Oct 22 called "When to fold subagents into your main agent loop." It is aimed at enterprise agent builders, but the lessons apply to anyone who set up a pile of subagents in Claude Code. Main points: - Default to one model, one context wi
In May, an internal model at OpenAI found a counterexample to Erdős's unit distance conjecture . Open since 1946. Many experts had tried to prove it. OpenAI found a counterexample instead. A month later, OpenAI published a proof of the Cycle Double Cover (CDC) problem , then solu
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
📌 一句话摘要 本分类包含 70 部美国喜剧科幻电影，涵盖从经典系列如《回到未来》到现代热门如《蜘蛛人：离家日》的广泛作品，展示了该类型在电影史上的丰富多样性。 📝 详细摘要 美国喜剧科幻片是电影中一个独特的子类型，将幽默与未来主义或超自然元素相结合。本分类中的电影包括了各种风格，从家庭友好的动画片（如《小小兵》）到成人向的讽刺作品（如《千万别抬头》）。这些影片不仅提供娱乐，还经常探讨科技、社会和人性的深刻主题，同时保持轻松愉快的基调。 💡 主要观点 类型多样性 分类中的电影涵盖了从家庭动画到成人讽刺的广泛范围，包括超级英雄、外星人、时间旅行和机器人等多
📌 一句话摘要 从 Agent 到多模态 RL Infra 再到具身，王淏楠给出三条技术主线的从业者判断：Agent 智力已够、缺场景与易用性，视频生成仍在半山腰，Astra 让具身第一次看到落地可能。 📝 详细摘要 42 章经曲凯对谈王淏楠——他先后在 MiroMind 做 Agent、在腾讯混元负责多模态 RL Infra 并主导开源框架 UniRL，现于一家具身智能公司负责基模预训练。节目沿他的三次转向展开：先谈 Agent 与多模态的取舍，认为 Agent 已是交互主线，智力足够，短板在场景覆盖与易用性，个人 AI 是长期终点；国内 RL 与海外
The Great Day of His Wrath, by John Martin, via WikiArt . Welcome to the reading list, a weekly roundup of news and links related to buildings, infrastructure and industrial technology. This week we look at minimum lot sizes, Boeing’s next 737 MAX, Fervo short sellers, Figure AI’
MiniMax 在 MiniMax Code 桌面应用（macOS / Windows）本地会话中推出 Mini App，一种带前端和后端的长运行应用，以插件形式安装并与 Agent 双向调用，让 Agent 的工作停留在常驻页面而非散落各对话中。
Hi folks, I’ve been working on a way to get my X bookmarks grouped in the right places for the newsletter. If you didn’t know, Keshav , who’s been working with me for many years, is leaving us at the end of the year to dive further into the exciting world of AI. He used to do a l
Integrated embedding on the Documents API
PLUS: Unitree demos a kung fu bodyguard
Anthropic's new personal agent, Claude Duet, lives on your phone, inherits all your Claude plugins and connectors, and is pitched at small business owners and busy professionals. It's the most polished agent launch I've seen: thoughtful onboarding, task lists, first-class artifac