Pai 的 AI 雷达
今天的简报把可直接接入工作流的工具、推理评测与模型和平台更新放在一起：一端是 ComfyUI 节点管理、MCP SDK、推理压测以及本地和多智能体工具，另一端是 Copilot、实时同传、代码审查与开发平台变化。阅读时可先按能否装进现有流程筛选，再看模型和平台的时间约束，最后把研究与案例当作可复用的评测或部署线索。
You’re deploying a model on a system. It starts up, prompts are getting responses. Now the hard question: Is this fast? Your instincts might lead you to send curl commands, hand-roll an asyncio script, or vibe code yet another one-off load generator. All of these paths have the s
We will deprecate the following models across all GitHub Copilot experiences (including Copilot Chat, inline edits, ask and agent modes, and code completions) on October 19th, 2026: Model Deprecation date Suggested alternative Gemini 3.7 Flash 2026-10-19 Gemini 3.8 Flash GPT-5.5
Copilot code review now gives you a clearer view of how a review changes over time, more intelligently auto-resolves its own suggestions, and generates useful commit messages when you accept eligible suggestions in a batch. These updates help you focus on findings that still need
Qwen 发布 Qwen3.8-LiveTranslate，采用 Interleave 架构与 Hybrid-MoE Thinker-Talker 设计重构实时同声传译，平均滞后（LAAL）从上一代的 2.8 秒降至 2.3 秒。
Algorithms & Theory
We are expanding our AI & Economy team with world-class academic advisors, fellows, and core internal researchers.
Google worked side-by-side with designers Jane Wade and Sergio Hudson to custom-design Google Flow tools to prep for NYFW.
Inside a global bank's shift to self-serve dedicated inference: how Together's DMI gave engineering teams direct control over scaling, models, and testing.
We're adding support for AGENTS.md to Claude Code. Starting today in version 2.1.277, if there is no CLAUDE.md in a folder, Claude will check for and use AGENTS.md. AGENTS.md support is built off of Claude Code mods, our upcoming way to customize the Claude Code harness. This is
📌 一句话摘要 capcut-cli 是一个非官方剪映命令行工具，支持读写本地草稿、自动切除静音、Whisper 生成字幕、多语言克隆等功能，可接入 AI Agent 或自动化平台批量处理视频。 📝 详细摘要 推文介绍 capcut-cli：非官方剪映 CLI，可读写本地草稿文件，Agent 改完后打开剪映轨道仍可手动调。支持自动切除静音、Whisper 带样式字幕、长视频切短视频（场景/静音/口误检测）、SRT 字幕导入导出、一键多语言克隆、抠像/绿幕/变速/转场/模板等。完全本地运行，不上传数据，原地写回并备份，可作为库调用或接入 n8n、Coze
Meta 官宣 Muse for Mac 即日起推出，个人智能体可在用户明确授权下直接在电脑上完成任务。能力包括整理下载文件夹、查找丢失的文件、总结消息和笔记，官方表示更多功能即将推出，下载地址 http://ai.meta.com/muse/download/。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmu63zp9f09xsrofjmnxvrwdg
Activation steering has emerged as a powerful method for guiding the behavior of generative models towards desired outcomes such as toxicity mitigation. However, most existing methods apply interventions uniformly across all inputs, degrading model performance when steering is un
So, anyone can vibe code, butt how do you call it when someone who knows what they’re doing is using ai to code? Like, I have more than 10 years of coding; of course I am “vibe coding” using Claude’s to write everything for me… but I do not see it as me and some other ne who neve
📌 一句话摘要 作者将一个月前 TypeSafe CEO 在 AI Engineer 大会的演讲与 Jev 正式发布对照，揭示其产品哲学全链条：不生成字符串根治幻觉、校准决策替代 RLHF、结构化 API 重造交互、瞄准‘智能 if 语句’市场、Jevons 悖论定价策略。 📝 详细摘要 推文逐条拆解演讲与产品的七大对应关系：1）奖励模型不对称性导致模型假装自信→ Jev 根本不生成自由文本，输出类型化决策+认识论诚实概率；2）‘模型 95% 对且能说出那 5%’→ 开发者设阈值自主/上报，人从纠错者变开关；3）Claude Code 仍是 RLHF 辅
pretty new to vibe coding so maybe i’m missing something obvius when u guys have multiple agents running at the same time, how do you actually manag everything? like if u have 3 or 4 terminals working on different tasks, how do u keep track of what each one is doing, what’s finis
We are still on an exponential curve of AI development. I try to put out a Substack post every couple weeks or so, yet, as the pace speeds up, that sometimes feels too slow. In the weeks since my last post, we had the apparent cracking of one of the most famous problems in math b
据 CNN 报道，今年春天美伊战争期间，一份由特种作战司令部分析师借助聊天机器人生成的情报报告错误称一艘中东中国船只运输核武器部件，美军一度准备武装登船拦截，行动前才发现报告内容完全不实。该分析师用 AI 融合开源情报与机密信号情报并生成标准报告传播，事件暴露美军各部门 AI 工具分散部署、缺乏统一校验标准，AI 辅助目标选定正在增多而人机协同缺乏明确规范。
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OpenAI is reportedly tackling the next Millennium Prize Problem. After its still unconfirmed solution to the Navier-Stokes problem, the company is now working on the Hodge conjecture. Employees expect a solution soon, but any announcement could be delayed. After the PR crisis aro
少数派的近期动态口袋先知新版本1.3.3上线，你可以自定义任何你想展示的屏幕效果。了解更多能让AI助手通过自然语言指令直接与您的Quote/0摘录墨水屏交互的DotSkill已上线。点击了解八月买了什 ... 查看全文
看到这条视频，你会不会以为《沙丘 3》提前泄露了。 这其实是一部由我们团队的两位同事，花 12 天时间，结合 Codex 和 Seedance 2.5 完成的 AI 短片。 制作过程比我们预想中要复杂，整部片子只有 6 分钟，制作过程累计消耗了 3000 多元的积分额度。更重要的是，它并不是靠一句提示词「一键生成」出来的。 从剧本、角色、服装和场景，到逐镜生成、反复筛选和后期剪辑，我们几乎把一套微型剧组的工作，在电脑里重新走了一遍。 图｜如果不看制作过程，你能分辨出这是 AI 生成的画面吗？ 今天这篇图文，我们就来把整套流程拆开讲清楚，也会分享其中最
The revamped projects feature in Claude Code allows users to run multiple agents under the same roof, with a shared memory, goals, and library of files and artifacts. Similar to Grok Bot and other tools that manage groups of AI agents, each project has "threads" running different
Top News OpenAI Says It Has Cracked One of Math’s ‘Millennium Problems’ Related: On the Navier–Stokes Millennium Prize Problem Quartz: OpenAI cracks the Navier–Stokes Millennium Prize problem OpenAI fought dirty on career-making math problem, says NYU mathematician OpenAI’s feud
纽约时报诉 OpenAI 与微软版权案的新解封文件披露，微软高管 Brent Hecht 在内部备忘录中称 AI 抓取是"人类历史上最大规模的劳动窃取"，OpenAI 高管 Nick Turley 则称聊天机器人对出版商构成"生存威胁"。
PLUS: Waymo's next stop is Tokyo
I spent a few hours putting Meta’s Muse, its new personal AI agent, through a real first-pass test: onboarding, calendar management, goal setting, a one-shot family morning newsletter, browser-based shopping, and the animated avatar that honestly surprised me. Listen or watch on
4-bit Rotational Quantization in Weaviate 1.39: the SIMD performance work, a centered tier, scaling analysis and a TurboQuant comparison.
Hi folks, How tf do I write an intro to the craziness that’s happened since the end of last week?! I got access to Instinct, the personal agent all the VCs are raving about - I think it’s a bit meh? I don’t know if it’s the pro-activeness that people seem to like, but I don’t lov