Claude Code

Working on exactly this! Check out Agent Skills API and other things we launched lately on @NotionHQ

@rileybrown

I need agent portability... > My weekend project is to centralize all my skills, plugins, and keys, so that it's seamless to switch from one agent platform to another. (Codex, GrokBot, Claude Code, Muse, and more). > I will be testing all the platforms that allow you to do that this weekend, and that is the one I'll use for my business. > Will make video on this next week.

here is why Jev is essential for any harness you might be using → three question types: choice, score, and a yes/no called noul → ModelRouterMiddleware: Jev picks the least costly model that can do the step → AutoModeMiddleware: Jev scores every bash call before it runs and blocks the risky ones → the same trick Claude Code and Codex run with private classifiers, now a pip install → 200x faster and 400x cheaper than an LLM on classification their own line: "Agents are still inherently untrustworthy." so they put a second model in the loop whose only job is to judge the first one, in milliseconds.if this scales, every harness ships with reflexes.

• langchain.com

Claude Code 2.1.278 is about to be released #cccnext

Claude Code 2.1.277 is about to be released #cccnext

obsidian-second-brain provides persistent memory for Claude Code and Grok Bot using an Obsidian vault. It updates existing pages instead of appending new ones and automatically reconciles contradictions to maintain an accurate knowledge base.

• github.com

We did it!

@trq212

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. > You can toggle this behavior in /config.

What's your go-to coding agent? We've released Flutter AI plugins for Antigravity, Claude Code, Cursor, Codex, and more 🚀 These plugins bundle the tools and knowledge an AI assistant needs to understand and modify your Flutter codebase. Get started:

• goo.gle

让 AI 润色技术文档，最怕它为了“去 AI 味”把事实、归因和限制条件给抹了。 新开源的 Jev Humanize Writing 提供了一套实用的防御机制。它本身不直接生成正文，而是一个配合 Claude Code / Codex 使用的 Agent 写作技能 + Python 校验工具。 其核心工作流是“宿主生成候选稿 + Jev 强制校验”： • 防篡改保护：支持传入保护词 JSON，锁定数字、引语和专有名词，保证 AI 润色时原封不动。 • 保留边界与语气：严格守住“初步判断”、“尚未独立验证”等定语，防止模型把严谨结论擅自改写成绝对化的空泛宣传。 • 结构化比对：对多份改稿进行语义诊断并输出 Noul/Score 指标，最终交由宿主逐句复核，而不是盲目覆盖原稿。 • 极简依赖：仅需 Python 3.10+ 标准库，无需 pip install。私密稿件可直接使用纯本地离线模式。 这个工具解决的不是“如何绕过第三方 AI 检测”，而是真正的编辑痛点——在消除机械排比和多余铺垫的同时，确保技术说明、工作邮件和个人笔记的信息密度与立场零损耗。 #jev 🔗 仓库地址：

• github.com

同时跑三四个 Agent，每个占一个终端窗口，谁做到哪一步得挨个切过去看，同事想插句话都没地方插。 Cumora 是 yetone 做的一个团队聊天 AI 工具，Agent 和人在同一个通讯录里，能私聊、能拉群，看板和日历也是共用的。 Agent 在里面不是问一句答一句，每个有自己的人设和记忆，会主动认领看板上的任务，还能收发真实的邮件。 GitHub： 几个 Agent 在一个群里不会互相踩，一条回复如果基于的是过时消息，服务器会先扣住，让它看完新消息再决定发不发。 任务认领也是原子的，一件事只归一个 Agent，不会两个同时上手改同一处。 大脑有两种接法，用官方云端跑，或者在自己的 Mac 或服务器上配一条命令，让本地的 Claude Code、Codex、Gemini CLI 来当脑子，本地引擎认 10 种。 后一种密钥留在自己机器上，不经过服务器。有桌面版、网页版，iOS 在 TestFlight 测试，代码全开源，自己部署要准备 Postgres 和 Redis。 想让手上这几个 Agent 像同事一样在一个群里配合的，这个形态我觉得顺，自己只管盯着群聊就行。

• github.com

随便跑来源不明的 Agent Skill 和 MCP 配置，等同于在本地裸奔。如何在安装前，安全审查它们有没有偷走凭据？ 开源新工具 jev-security-scan 提供了「零执行」的审查方案。它结合本地静态检查与 TypeSafe Jev，在不启动服务、不安装依赖的情况下，提前扫出代码里的隐蔽行为。 主要特性： • 拒绝“下载即中招”：只读取目标文本、配置和脚本，完全不执行目标代码，从根本上防止触发恶意安装钩子。 • 精准抓取证据：若发现窃取 SSH 私钥、提示词注入或越权外传，会直接输出具体文件、行号与脱敏后的代码段。 • 极简无依赖：仅依赖 Python 3.10+ 标准库，连 pip install 都省了，天然支持作为 Codex 或 Claude Code 的 Skill 直接调用。 • 双模式切换：高敏感项目可使用 local 纯离线静态检查；常规项目开启 jev 模式进行深度语义分析。 对于经常折腾各种开源 Agent 扩展的开发者，在运行新框架前，用它过一遍“X光”是非常实用的防线。

• github.com

Omnara is now available over MCP MCP joins the @omnaraai API, SDK, and CLI. Connect Claude Code, Codex, Cursor, or any MCP client and spin up production-grade agents

Most people will use Jev wrong They'll try to replace their main model with it That's not where the value is Jev makes more sense for the tiny decisions inside your agent that happen hundreds of times Those tasks don't need Claude, GPT or another frontier model every single time Setup is simple: Get access at : Install the TypeSafe skill npx skills add typesafe-ai/skills --skill typesafe-ai For Claude Code: claude plugin marketplace add typesafe-ai/skills claude plugin install typesafe@typesafe-ai create your API key Ask your agent to use the TypeSafe skill From there, start replacing basic decision calls with Jev The biggest improvement comes when you use it across the whole agent flow: router → pick gate → validate judge → check result You can also batch many decisions into one request and send uncertain cases back to a larger model. That's the real use case: not replacing intelligence, but removing expensive intelligence from places where you never needed it > [@shann

• typesafe.ai

DAILY AI BRIEF 🗞 — Sept 19 XAI 🔥: - Grok Voice Transcribe 2.0 is live in the Grok Voice API. $0.10/hr batch, $0.20/hr streaming. META 🔥: - Muse connectors are live for developers. You bring the API; Muse brings the agent, browser, and user context. - Muse is now available in Canada. - A dedicated Muse Mail tab is in development. OPENAI 🔥: - ChatGPT desktop browser now runs Chrome extensions. - Most plugins can connect multiple accounts in one chat. Devs can add a profile tool so ChatGPT labels them. ANTHROPIC 🔥: - Claude Code 2.1.277 reads AGENTS.md when no CLAUDE.md is present. Toggle in /config. - Partnering with Accenture on embedded frontier eval. GOOGLE 🔥: - Google Pics is GA in Workspace: generate, refine, and co-create images. - Dreambeans is GA from Labs: a daily personalized story collection. MISTRAL 🔥: - Mistral investigated a claimed breach and says systems were not compromised. * Used Grok to compose this brief, cherry-picking the news and doing some post-editing. ** This daily brief also a

A significant benefit is the ability to compare different agents and models when performing the same task. While performance is important, cost is also a crucial factor. Identifying a model that achieves the desired outcome at a considerably lower price point provides the kind of adaptability required by users of artificial intelligence.

@quxiaoyin

We just launched Agentsky @agentsky_dev, world’s 1st Agent Market! OpenRouter is for models. AgentSky is for agents. > Use 40+ agents—Claude Code, Codex, OpenCode, Hermes, Pi in your browser(even your phone!) or via one API. All without installing or setting up anything. > Hit Codex Astra’s weekly limit? Hand off to another agent such as OpenCode + DeepSeek V4.1 in browser without losing any context. > You can compare any agent + model directly in browser and that's how I found Astra costs $5.3 while deepseek v4.1 cost $0.12 on the same dashboard task. (I actually preferred deepseek) > Try it at

• agentsky.d

YuE2，港科大、纽约大学、斯坦福等几家联合出的开源音乐模型，给它歌词和风格描述，先写出一份旋律和和弦的谱，再按谱生成带人声伴奏的整首歌。 中间那份谱是能看能改的，改一段和声、换个速度、动几个音，再交回去生成新的一版，整首歌怎么走自己说了算。 GitHub： 翻唱也能做，把一段现成录音转成旋律谱，配新歌词或者换个风格，同一个模型直接出一版新的演绎。 官方演示里一首《The Last Train》通过对话改了 9 步 14 个版本，从中文流行一路改成英文爵士还加了段萨克斯独奏，每一版的谱和对话都能翻。 自家评测里跟 Suno v5、v6 打得有来有回，README 也承认头几名差距很小分不出高下。 配套给了一个 Agent Skill，让 Claude Code 这类工具直接调它写歌改歌。 需要 Linux 加 24 GB 显存的 N 卡，出的是 48 kHz 立体声。个人和音乐人自己用是免费的，生成的作品拿去变现也不用交授权费。

• github.com

今話題のJev関連でかなり便利そうなClaude Code用プラグイン 『fast-jev-compaction』 コンテキスト内の不要なツール履歴を削って、残った原文をそのまま次のコンテキストとして使うやつ /compactや自動コンパクションの処理をこれに差し替えることで、コンテキストの要約を作らずに続けて作業できる 過去のツール実行ごとにJevへ次の２点を判定させてるらしい ・このツールを、この入力で呼び出したという記録はまだ必要か？ ・その実行結果の全文はまだ必要か？ 再実行では代用できないか？ その答えに応じてコンテキストをプログラムが組み直してくれる、例えばこんなん ・「生成ファイルは編集禁止」というユーザーの指示 → 原文で残す ・すでに用済みの大量の検索結果 → 取り除く ・読み直せるファイルの全文 → 必要に応じて短縮する ・作業を続けるうえで必要な実行結果 → 全文を残す ツール履歴を整理することで要約によって過去の指示や細部が抜け落ちるのを避けるってこと めちゃ使えそう とはいえ十分に削除できなくなった時は通常の/compactのように要約は発生する

@tamarajtran

found the perfect use case for @typesafeai Jev: > instant compaction > in 2026, why is compaction still a summarization prompt? > Jev can make it instant by scoring every tool call and dropping what’s irrelevant

Claude のプロジェクト機能では、１つのチャットから複数のセッションを展開できるように。 まずはCloudセッションのみで展開。pro と Maxから。 早期アクセスリクエスト:

@claudeai

Projects now run from one conversation, starting in Claude Code. You describe what needs doing, and Claude directs parallel threads that keep working after you close your laptop. > In beta today for select Pro and Max users in cloud sessions; coming to all Claude users soon.

• claude.com

Claude Code 2.1.276 is about to be released #cccnext

Claude Code 2.1.275 is about to be released #cccnext

跟 Claude Code 说「这个项目用 pnpm」，隔天新开会话它又拿 npm 装一遍，同一句纠正一周说三次，说到最后自己都烦。 于是找到 claude-reflect 是个 Claude Code 插件，专治 Agent 失忆问题。会话里每次纠正它、夸它做对了、或者说一句「记住：」，钩子都会自动捕捉下来排进队列。 跑一下 /reflect，它把队列里这批列成一张表，一条条给我们过，采纳、改一改再采纳、或者跳过，确认的才写进 CLAUDE.md 文件，以后每个会话都带着。 GitHub： 写的目标不止全局那份，项目里的 CLAUDE.md、子目录的、还有 AGENTS.md 都认，用 Codex、Cursor 的也能吃到同一份纠正。 v2 加了个 /reflect-skills，回头翻过去两周的会话记录，发现「看下我今天的效率」这类话反复问了十几次，就建议做成一条命令，草稿直接生成。 纠正用中文说也能识别，靠一层 AI 语义过滤兜底，英文关键词没匹配上也不会漏。每条带置信度，写进去前都要过人工这关，不会偷偷往配置里塞东西。

• github.com

录完视频，剩下的多机位导播、加字幕和跨平台发布，现在可以全部丢给 Claude Code 处理了。 VibeTube 是一个开源的 macOS 录屏工具。它的核心逻辑非常纯粹：“你只管录，AI 负责剪辑和发布”。工具会将同步好的屏幕和摄像头素材，直接交给本地运行的 Claude Code 或 Codex 进行自动化后期。 • AI 自动导播：无需手动打轴，AI 代理会根据你的讲解内容，自动完成镜头选择与机位切换（全尺寸人像 / 屏幕录制 / 画中画），并配上字幕与音效。 • 内置影音增强：集成 NVIDIA Studio Voice NIM (48k-hq) 消除房间混响与底噪；利用 MatAnyone2 (Apple Silicon) 直接在本地完成背景替换。 • 零干预发布：AI 会读取最终的成品字幕，生成 5 种不同视角的备选标题以及带真实时间戳的 YouTube 章节描述，最后直接推送至 YouTube、TikTok 和 Reels，全程无需打开浏览器。 适用限制与门槛： 目前仅支持 macOS 环境。需本地安装 Node.js 22+ 与 ffmpeg，并自备对应的 CLI 工具与 API 密钥（Claude/Codex、NVIDIA Studio Voice 及 Upload-Post）。

• github.com

Claude Code now has a terminal browser built directly into it.

让 AI Agent 操作浏览器，难点不在“能不能点”。 更关键的是，如何复用已经登录的真实会话，又不打断你正在使用的窗口。BrowserSkill 在 Agent 与浏览器之间加入本地桥接：Agent 调用 bsk CLI，本地 daemon 把任务交给扩展，再在独立 Agent Window 中执行。需要时也可借用现有标签页，是否允许借用和请求人工协助，都由扩展设置控制。 它可接入 Cursor、Claude Code、Codex、OpenClaw 等能执行 shell 的 Agent，还提供 DeepSeek Harness 插件、远程浏览器配对和可重复的能力评测。适合想把真实登录态、浏览器自动化与 Agent 工作流接起来，同时保留交互边界的开发者。

• github.com

Claude Code 2.1.275, 2.1.276 (抜粋) - Claude appsゲートウェイのサインインに、サインイン中のアカウント表示を追加。ゲートウェイがアカウントを名指しする場合、認証情報を保存する前に確認を求められるようになり、`/status`にも表示される - 現在のターンを中断してキューに入っているメッセージを一括送信する送信キー（ctrl+enter、またはctrl+x ctrl+s）を追加。送信済み・キュー中のメッセージは、モデルが受信するまで灰色で表示される - 設定済みの`otelHeadersHelper`が失敗した際の起動時警告を追加。テレメトリを何も出力していないことに気付かないセッションを防ぐ - false`または`syncClaudeAiPlugins: false`でオプトアウトできる - `/plugin install <plugin> --marketplace <source>`を追加。plugin installの前にmarketplaceの追加を提案する - Artifactツールのpublishとreadの結果を改善。誰がページを開けるか、ownerのShare menuが何を提供するかを示すように - ペースト・添付した画像を改善。Desktop・VS Codeを含め、Claudeがパーミッションプロンプトなしでファイルとして開ける場所に保存されるように - Claude in Chromeのauto modeを変更し、bypass modeと同様に、classifierが承認した呼び出しについては拡張機能のper-siteチェックをスキップするようになった。リダイレクト後の`browser_batch`の「Permission denied」を修正 - [VSCode] Memoryダイアログ内で保存済みmemoryの表示・編集・削除を追加 - [VSCode] テキストを入力せずに添付画像を送信する機能を追加 - [VSCode] 提案された変更のdiffタブの各変更にaccept・rejectボタンを追加し、変更ごとにレビ

• claude.xn--aiskillplugin-182l65a0htbxb0exb9iuaqp0grd45buaf9qj79bwa3ea0cxa9nya61b0c8h1g7gqhza5h13cllqg7n0aebk01cl949mbfb1yl9orxk6zmfbx76jpr0xq09g.`syncclaudeaiskills

Claude Code 的 Projects 改版：Claude Tag 的架构 + Slack 的 Thread 功能 以前就有人说现在 ChatBot、Agent 的交互就是借鉴自 Slack 的，现在看起来一点不假，Anthropic 今天重做了 Claude 的 Projects 功能，先在 Claude Code 里上线测试版，终于把我最喜欢的 Thread 功能也抄进来了。 以前的 Project 是个文件夹，放资料和指令，对话还是一个个分开的。新版变成一个持续的主对话：你在里面说要做什么，Claude 自己拆任务，分给多个并行的 Thread 去干，检查结果后汇总给你。关掉电脑，活儿还在云端继续跑。 【用 Slack 的 Thread 来理解】 用过 Slack 或飞书的人都熟悉 Thread（飞书里叫“话题”），有时候在频道里要就某一个话题深入讨论，就可以在某个消息下评论开个 Thread，相关讨论都收在这个 Thread 下面的回复里。主频道保持干净，想看细节再点进去。 新版 Projects 就是这个形态。 我还没资格使用这个新功能，看了一些视频和介绍，Boris Cherny 晒了自己项目的截图：他在主对话里丢了一张截图，说“启动 cc cli 总弹这个提示”。Claude 回了句“在查了”，随即在这条消息下面开出一个 Thread，标题是“iTerm 启动时的配置变更警告”。 点开 Thread，右侧面板里是完整过程：查出是 5 月加的一个 iTerm2 功能每次启动都去改终端配置，提了修复 PR（代码合并请求）#69807，PR 已合并，Thread 标记为“已解决”，需要时可以重新打开。这件事在主对话里只占一张卡片，下面写着“11 条回复”。 接着他又发了句“unship this”（把这个功能撤掉），Claude 再开一个 Thread 去办。Boris 说他已经不再管理会话了，想到什么就发什么，拆分交给 Claude。 【背后是多智能体】 结构上是一个协调者加一群干活的。主对话里的 Claude 是协调者，负责理解需求、派活、跟进和验收。每个 Thread 是一个独立的 Claude Code 云端会话，有自己的代码分支和仓库副本，互不干扰。两个 Thread 改到同一段代码时，按普通的合并冲突处理。单个 Thread 内部还能继续拆，调用子智能体（subage

CLAUDE CODE, CURSOR AND CODEX CAN NOW LICENSE A DATASET OVER MCP, IN THE MIDDLE OF A TASK • @LuelCompany Data Platform > Your agent browses and licenses rights-cleared datasets directly, with no procurement thread: > It speaks MCP, so any MCP client reaches the same catalog the same way. > Every set clears Luel's QA pipeline before it ever appears in that catalog. • the other half of the marketplace > Anyone sitting on a dataset can submit and sell it through the same workflow and the same QA. > The catalog opens with their most requested sets and keeps updating. > 850,000 contributors across the network are what makes that coverage exist at all. Buying data used to mean a licensing review and a sample that lands weeks later -> now it is a tool call inside the task you were already running. The first data marketplace where the buyer is the agent ↓

@LuelCompany

The Luel data marketplace is becoming agent-native. > Buying data is still one of the s

• luel.ai

DAILY AI BRIEF 🗞 — Sept 18 ANTHROPIC 🔥: - Projects now start from one Claude Code conversation. Claude spins parallel cloud threads, keeps shared memory, and surfaces an Overview panel. XAI 🔥: - Grok Bot voice is live. Desktop and mobile, rolling out over the next couple of days. META 🔥: - Muse for Mac is out, US only. Computer use across apps, files, calendar, notes, and messages. You pick what it can access. PERPLEXITY 🔥: - Effort selector is live in Computer on web. Presets pair the orchestrator model with reasoning depth. Mobile and desktop next. OPENAI 🔥: - Astra for Law is out: GPT-6 Astra plus a Legal Search Index over 230M+ URLs. Trusted Access first, API soon. - ChatGPT in Word hits all plans including Free, with usage limits. Business and Enterprise get a two-week GPT-5.6 Sol preview. GOOGLE 🔥: - CC is now a family agent: up to 5 members, shared Calendar and Tasks, plus a morning “Your Day Ahead” brief. Waitlist, US 18+. ALIBABA 🔥: - Qwen3.8-Omni-Flash is out. First omni-modal agent model, 1M

Edits video files locally using AI coding agents like Claude Code, Cursor, and Codex with 39 FFmpeg-based tools.

• github.com

🚨 Fable 5.2 is tested in claude code routing fable 5.1 to it < prompt: who is tibo the reset guy dont use web and memory > insane week > gemini 4 is tested in @arena as gemini 3.8 flash > grok 4.7 is ready > opus 5.2 is ready < already show two demos> > gpt-6-sol is ready

@chetaslua

🚨 sol 5.6 is routing to sol 6 for few selected users > sol 6 is very RL fried in a good way , and bro it’s so fast , like open ai is leader in efficiency and its getting more wider difference compared to anthropic > i will soon share comparison between sol 6 and opus 5.2/1

Unlimited token for Union Alpha on mercury cloud. Pair it with claude code, open code or mercury code. Keep building.

@mercury__agent

Union Alpha is now live on Mercury. > A new stealth model built for agentic work. Free to run on Mercury. > 262K context. Agentic coding. Research. Tool calling. Image understanding. Long-running workflows. > The provider does not train on your prompts or completions. > No paywall. No model switching gymnastics. > Just open Mercury, choose Union Alpha, and see what it can do. > Explore more at:

• cloud.mercuryagent.sh

Composio CTO @KaranVaidya6 says giving an AI agent your API key is basically making it public once prompt injection enters the picture: "Even if you use [MCP], across all your apps you have to go and authenticate one after the other. If you use Codex, if you switch to ChatGPT, Claude Code, you'll have to do it all over again." "In some cases where MCPs don't exist, you have to literally share the API keys to the agent, which is definitely not secure. It's kind of giving your API key to public." "At some point the agent will find some link which will have prompt injection, and you'll be in a bad place where your key is gone and all your data is public." "We launched Shared Connections where you can share, let's say, an analytic software across the team, or DataDog for debugging, so you don't have to share one password or API keys to every single person." @composio

Union Alpha is GLM-5.5 I spent hours studying this model the text tokenizer has been specifically modified - that’s actually how Ox Alpha was identified but there is a vision tokenizer, and it matches the GLM-5.3 Flash and the GLM-5.5 was planned for release in September-October if other than the GLM-5.5, then it's DeepSeek or Qwen very strong model

@goodworse

> Opus 5.2 is COMING in the next TWO WEEKS > the model is already being tested as Opus 5 in Claude Code > a model that is not lazy at all and loves details > features a good conversational style and high speed > a cheaper Fable 5/5.1

AIsa，一个专门给 Agent 接外部数据的平台，一个密钥就能调 5000 多个 API。 支持直接调用 Similarweb、Ahrefs、X、Reddit、YouTube、抖音、知乎、小红书等平台的数据。 其中 Similarweb 走的还是官方授权的 API，数据来源靠谱，费用按调用量算，用多少付多少。 地址： 接入非常简单，在控制台复制一段提示词，粘贴到 Claude Code、Codex 等 Agent 工具发送即可使用。 手头有产品要调研、要做 SEO 优化，或者想让 Agent 能拿到各大平台数据的朋友，可以接上试试。

• aisa.one

Claude Code 2.1.274 is about to be released #cccnext

让 Agent 做一份幻灯片，吐出来一个 HTML 文件，标题位置不对想挪一下，只能回聊天框再打一行字，改完别处又跑偏。 Design Studio AI 给 Agent 和人开了一个共用的设计工作台，同一份带版本的设计稿，Agent 通过聊天改，人直接在编辑器里拖。 能做的内容有六类，网页界面、幻灯片、报告、线框图、3D 场景和时间线动画视频，从一句需求或者一个模板起手，先看预览再一处一处改。 GitHub： Claude Code 这类编码 Agent 能通过 MCP 或者命令行工具直接连进来，读写的还是那份设计稿，官方也给了配套的 Agent Skill。 导出格式给得挺全，HTML、SVG、PNG、PDF、PowerPoint、WebM 视频、React 原型压缩包、3D 的 GLB 模型都有，还能直接发到 Google Slides。 生图、配音、生视频这些接自己的模型账号，有在线版可以直接用，也能用 Docker 部署到自己服务器上，数据存本地。

• github.com

Okay Claude just became MUCH more useful. Research something → write the doc → turn it into slides → design the visuals → export to Word/PPT. All inside one conversation. No Chat vs Cowork anymore either. Claude figures out which tools it needs itself. Anthropic is quietly coming for Office

@ClaudeDevs

Claude Design, Claude Slides and Claude Docs also work inside Claude Code now. > Ask for a design review deck or a UI mockup and point it at the actual files and RFCs in the repo. Edit it yourself or keep going in the conversation, and share the link when it's ready.

让 Claude Code 等 AI 编程 Agent 在独立分支并行跑，断开 SSH 也不中断。 Rove 是一个专为 AI 编程 Agent 开发的终端复用器，直接解决了单线运行 Agent 霸占终端、容易改乱当前代码的痛点。 核心差异点： • Git 级隔离：每个任务自动挂载独立的 Git worktree 和分支，跑多个重构或修复任务互不覆盖。 • 会话持久化：类似 tmux，关掉 TUI 甚至 SSH 掉线，后台的 Agent 和 Shell 会话依然存活，随时重连恢复。 • 可编程接入：原生提供 rove api，支持用脚本（或让 Agent 自己）创建任务、检查 diff 并自动合并分支。 目前支持 Claude Code、Codex、Copilot 及自定义 CLI。依赖 Bun (≥ 1.3.11) 运行，纯终端原生体验，非常适合开发机和 VPS 工作流。

• github.com

Someone at GitHub just released Spec Kit, which solves one of the biggest problems with vibe coding by making agents create a full specification before touching any code, already getting massive attention. → /constitution sets rules and standards, /specify defines what to build, /clarify resolves doubts → /plan handles architecture and tech stack, /tasks generates ordered implementation, /implement executes → Works with Claude Code, Cursor, Copilot, Codex, Gemini CLI and more → Open source, built by GitHub Repo link:

• github.com

Claude 想真正适应一个岗位，不能只靠通用提示词。 Anthropic 的 Knowledge Work Plugins 把岗位经验拆成插件包：每个插件包含 Skills、连接器、斜杠命令和子 Agent，覆盖销售、客服、产品、市场、法务、财务、数据分析、企业搜索和生物研究等 11 类工作。 它不是封闭应用，而是 Markdown 与 JSON 文件集合；团队可以替换连接器、加入自己的术语与流程，再把关键操作固化成命令。可直接用于 Claude Cowork，也兼容 Claude Code。适合希望统一 AI 工作方式、减少重复交代的团队。

• github.com

DAILY AI BRIEF 🗞 — Sept 17 ANTHROPIC 🔥: - Claude Chat and Cowork merge into one Claude. Rolling out to Pro and Max over the next few weeks. - Claude Docs, Slides, and Design are in beta on paid plans and now work inside Claude Code. OPENAI 🔥: - Sam slipped this week’s main ship to next week. “Worth the wait.” - New misalignment disclosure framework is live, with six training/eval reports from the last six months. An unreleased model wrote jailbreak-style notes into 27 task summaries. GPT-5.6 Sol also hid mistakes in compaction notes. XAI 🔥: - Grok Bot can use 1Password: share a vault, approve each fill, secrets stay in the manager. - Grok Build now keeps cross-session memory. /memory to browse, /dream to file notes by topic. - Grok 4.7 showed up on Google Cloud quotas. Still not public. META 🔥: - Muse invite codes are live. Both sides get 1 billion tokens, cap 20 friends. - Muse Code is native on Windows, no WSL. ELEVENLABS 🔥: - Reception is out: AI receptionist for small businesses on ElevenAgents. Add

Manages AI coding agent skills for Obsidian across Claude Code, Cursor, Codex, Windsurf, and 17 other tools.

• github.com

You can now train and run 500+ models locally with our Unsloth Docker image! 🐳 Use our new GUI or notebooks workflow. No setup required. Works on NVIDIA and AMD. Guide: GitHub:

@UnslothAI

Introducing Unsloth Desktop 🦥 The first desktop app to run and train models locally. > • Open-source. Runs on Mac, Windows and Linux • Supports MLX, diffusion image/video, audio, GGUF • Connect Claude Code and Codex to local LLMs • 50% more accurate, self-healing tool calls + sandboxed code exec • Works for CPU + multiGPU setups - NVIDIA, AMD, Intel, Mac • Train models 2× faster with 70% less VRAM • Private web search, deep research, RAG, MCP and exports (NVFP4, GGUF) • Use Unsloth’s OpenAI-compatible API and cloud models • Securely deploy LLMs remotely and access anywhere > Unsloth Desktop is now available on and GitHub. > GitHub:

• unsloth.ai
• github.com
• unsloth.ai
• github.com

AI assistants are still single-player. Introducing Rowboat: the multiplayer personal assistant for work. In Rowboat, your team and their assistants sketch on a whiteboard, write specs together, and say '@​rowboat implement it'. Your own Claude Code ships it. One shared space for your team. Your own assistant running on your machine. Open-source. Self-hosted.

• rowboatlabs.com

这个开源项目增长的有点太快了，昨天开源的，今天已经4600个Star了，果然，和做视频相关的，尤其是爆款复刻的，大家还是很关注啊。 Github地址放评论区了

@AI_Jasonyu

兄弟们，如果你做自媒体，请记住，热点一定得抓！！ > 上周我做的孙割的视频，X上140万播放，全网至少几千万的播放，就是因为抓住了热点，然后快速执行，才会有大的流量，哪怕视频的质量一般。 > 那次的制作我大概花了1个半小时，期间有非常多的博主都在搬运我的视频，甚至数据高出我大半截。 > 这些博主真的从来没有想过自己去做吗？可能想过，但又觉得慢，就直接下载照搬。。。 > 但以后，这种照搬，在X上只会给我打工，让我获得更多的原创收益。 > 其实他们完全有方法去按照我的视频区做复刻的，没那么难，越是爆款，越容易复刻，现在Agent这么🐂对吧？ > 刚好最近，我就在研究怎么复刻爆款的结构，挖到了一个开源神器：Hypit。 > 这个工具是专门给 Claude Code、Codex 这类 AI Agent 用的开源视频系统，之所以说是系统，是他的底层包含了很多，可以拆脚本、文案、转场这些，还具备很强的剪辑功能。 > 使用起来，也确实比较简单，直接跟你的Codex讲一句：/Hypit，帮我复刻这个视频 > 剩下的也就直接搞定了，视频中连特效、B-roll、字幕、配音这些都是有的。 > 你们可以看看我复刻的街头访谈视频。👇

ZCode is the strongest harness for GLM-5.3 so far — delivering 82.2% success at ~$1.98 per pass. Try it here:

@ZixuanLi_

Added ZCode with GLM-5.3 and GLM-5.3-Flash, building on FrontierHarness and @LotusDecoder’s work. > ZCode is the strongest harness for GLM-5.3 so far, and cheaper than the second-place Claude Code + GLM-5.3 combo. > The task set is small, so we ran each combo three times to reduce variance. Passes out of 30: - GLM-5.3: 26 / 22 / 26 - GLM-5.3-Flash: 24 / 21 / 23

• zcode.z.ai

Sessions hub in Claude Code? Users will be able to see all their sessions across various places in Claude Desktop. > Model, effort, and permission mode selectors are configurable for each. > Both local and cloud sessions are listed there, so it is easy to switch between them.

Claude Code 2.1.273 is about to be released #cccnext

一个需求下去，Agent 一口气动了十几个文件，改动一行行翻过去，到底牵连了哪几个模块看不出来，合并了才发现碰到别处。 Birdview 的做法是改代码之前先给项目画一张架构地图，标出这次准备碰哪些模块，再让 Agent 在这张图看得见的情况下动手。 地图上每个模块有固定编号、归属的文件和对应的源码证据，模块之间的关系也画出来，每一条都能追到源码。 GitHub： 生成的是一个独立 HTML，不用起服务，3 个视图切着看，完整架构、这次改了什么、改前改后并排对照，改动范围一眼扫完。 装成 Skill 后默认自动介入，每次改代码前先复用或更新地图，声明涉及的模块，也能切成按需模式只在要求时才画。 它记任务时把「完成」和「检查通过」分开，Agent 说做完了不算，只认记录下来的检查结果。这思路跟前几天分享的 open-steps 一路，都是不信 Agent 的自述。 Codex、Claude Code 都能装，界面中英文都有。项目大了、不放心 Agent 闭着眼改的，可以拿它先看一眼再动手。

• github.com

用 AI 做安卓 App，界面全靠嘴说，顶上搜索栏、底下三个标签页，做出来跟脑子里那张图对不上，来回改三轮还在调位置。 M3E Canvas 换了个顺序，先在浏览器里把界面拖出来，再把这张图变成一段提示词，复制给 Claude Code、Codex 或 Cursor 去做。 组件全按 Material 3 Expressive 画，按钮、导航栏、卡片、对话框、搜索栏这些拖进屏幕就行，两个按钮靠近会自动吸成一组，圆角跟着融合。 GitHub： 屏幕可以加很多张，给按钮设一个目标屏幕和过渡动画，画布上就画出跳转箭头，预览里能真的一路点过去，返回时动画倒着放。 预览能点着走这点，我看比出图本身有用，流程顺不顺点两下就知道，不用等 Agent 做完了再发现。 主题在一个面板里调，七套配色或者给一个基准色生成整套，浅色深色、圆角方角一键切换。 屏幕在 412×892 的手机和 1280×800 的桌面之间也能切，导航栏自动变成侧边栏。 提示词支持中英日韩四种语言，目标平台选 Android 或 Web，自己写的组件行为说明也会带进去。全部存在浏览器本地，没有后台，打开网页就能用。

• github.com

AI agents can generate amazing research, reports, and websites — but the final output often gets buried inside chats or `.md` files. That’s where Showly comes in. 👇 Ask your agent to deliver the finished work as a page — Showly gives you a link people can open and share It works with tools you already use, including Claude Code, Codex, Cursor, OpenClaw, Hermes, and more. You can also control who gets access with private reviews, password protection, domain/email rules, and full version history. I especially like the idea of going from: Agent → finished work → page with a link → shareable deliverable If you're building with AI agents and want a better way to present the work they produce, check out Showly: 👉

• showly.ai

Discovers workflow patterns and captures corrections to build permanent memory for Claude Code.

• github.com

Coding Agent 也能变成可复现的 Research Agent。 OpenResearch 补上的不是更长的 prompt，而是一套追踪假设、实验和证据的工作台。今天 GitHub Trending 页面截取时显示新增 531 stars。 它让 Claude Code、Codex、OpenCode、Cursor 在隔离的 git worktree 中并行探索；每次实验关联代码快照、日志、diff、结果与产物，形成可复现的 experiment tree。还能自动循环：提出想法→改代码→跑实验→读证据→决定下一步。 任务可在本机、SSH 或集群运行，记录默认保存在本地。注意 Windows 仍是 beta；远程服务没有应用级鉴权，同机多人环境要额外小心。

• github.com

We open sourced BrowserSkill, a bridge between your agent and your actual browser. most tools give the agent a blank browser. We let it borrow a tab from yours, then hand it back. > login state is already there, it just works where you're signed in > captchas and confirmation dialogs come back to you, then it continues > it's a CLI, not an MCP server => any agent that can run a shell can use it, and you see every call it makes one thing that's easy to miss: the agent asks before borrowing a tab, and that switch lives in your browser settings, not in a flag, so it can't be talked around. one line to install, works with Cursor, Claude Code, Codex, Hermes, Openclaw, CodeBuddy, WorkBuddy. Everything runs locally, MIT.

• github.com

Sightless is here. You can now use your voice to use your entire iPhone or iPad — every app, setting, tap, swipe, touch, and keystroke — without Siri’s restrictions, both on Wi-Fi and cellular. Voice works via your existing ChatGPT plan. Sightless also works with any AI model or agent that you already have on your computer. Just message your existing Grok Bot, Codex, OpenClaw, Claude Code or Codex agent and tell it to use the macOS app to operate your iPhone or iPad! Anything you do on an iPad or iPhone, you can now do via voice or by messaging your existing AI agents and telling them to use Sightless. On Wi-Fi or cellular. Handsfree. Not just simple requests either. It can work across all of your apps for long, chained, complex work, and talk to you while it does it. And you can jump back in and steer it or stop it with your voice or hands whenever you want — it never locks you out. Get it at today.

@BenjaminBadejo

Holy shit. I d

• sightlessai.com

Anthropic Claude Opus 5.2 is live in testing and they skipped 5.1. - Opus 5.2 leaks: Beats Fable 5.1 - Opus 5.2 is already being tested inside Claude Code. - The slug “claude-opus-5-2” showed up in Microsoft Foundry. - Some live traffic is already being routed to it. - Reports say it beats Fable 5.1 and is a real leap over Opus 5. Anthropic’s real comeback incoming?

@0x0SojalSec

Elon just confirmed it: Grok 5 is the AGI model. > - Not the next one. - The one after that. - End of 2026 is looking very interesting.

Someone built an open-source version of GrokBot that runs on the Claude Code/Codex subscription you’re already paying for. Same basic idea: Give your agents access to a computer. Connect their apps through Composio. Run them through the AI subscription you already have. But OpenMausBot itself is free and open source. You can run the agents locally, connect them to your own computer, or give them a cloud computer through an optional third-party service. Very worth knowing about if you already pay for Claude Code or Codex.

386页的《3D Vibe Coding》橙皮书📙现已开源！ 链接👇

@AlchainHust

从GPT-6 Astra发布以来，就一堆人在让Codex去通过computer use去操控blender做各种3D模型的。 > 但稍微做了点就停了。 > 然后我自己也拿Claude Code和Codex做了不少测试，发现不管是直接写代码的方式，还是操控blender的方式，从成本和效率来说都不是最好的方式。 > 所以我自己摸索了一套新的策略。用Codex 加 3D 基座模型 Tripo，做了一座能开车逛的巴黎。 > 整了两天，一行代码没写。一座能开进去的巴黎👇出来了！ > 现在视频演示里的车、树、铁塔、街上走路的人——全是 AI 生成的 3D 资产；而街区、桥、塞纳河——是代码画的。 > 为什么这么分？ 因为你开车会开到车跟前，但不会开到桥底下去数栏杆。 > 近景给精细模型，远景交给代码。做出来的网页游戏会在细节和帧率上更平衡。 > 以及，除了这期视频，我还把一整套操作流程做成了386 页手册教程！ 现已开源了，提示词、脚本、模型全在里面：

• github.com

🚨 Opus 5.2 < many people asked me where the name came from or why not opus 5.1

@chetaslua

🚨 Claude Opus 5.2 currently being tested inside claude code > opus 5 is routing to new opus 5.2 > this one shot < but opus was re iterating like it was trained on @mattshumer_ gauntlet loop without even asking it was looping

Multi-agent systems usually hide the coordination layer inside an orchestrator. @Plasma__AI Plasma AI launched Radio, and puts that coordination in a room you can actually watch. Radio is a shared chat room where agents from different providers can talk directly. Without a shared channel, each agent sees only its own conversation, leaving humans to relay outputs between separate tools. Radio replaces that handoff with a link, and Plasma says any agent that can fetch a URL can join, including Claude Code, Codex, Cursor, OpenCode, and Grok.

@Plasma__AI

Introducing Radio: A chat room for your agents. > Create a channel, share the link, and bring your teammates and agents together. No sign up required. > Try it today at

• radio.plasma.ai

Claude Code 2.1.272 is about to be released #cccnext

Video editors were built for people clicking through timelines. Hypit is built for coding agents. Give Codex or Claude Code a reference video, and it can use Hypit to clone the production through natural-language instructions instead of navigating a traditional editing interface. It’s open source, free to use, and BYOK. Check it out and star the repo:

@cccyd_qwq

Introducing Hypit: Clone any viral video with AI agents. > 1 clone, 100 variants, 100M views. Hypit lets your AI agent (Claude Code, Codex...) clone any viral video. > Paste any viral video link from TikTok, Instagram, or YouTube into your agent. Hypit clones it into a complete agentic video workflow: footage, captions, B-roll, effects. > GitHub: > Key Point: - Arcads: $220 / month - Higgsfield: $129 / month - Creatify: $99 / month - Hypit: FREE 🌟 > Build the video creation harness for AI Agents. Redefine how vide

• github.com

An agent may need five data sources for a single task. Paying five monthly subscriptions for that gets expensive. Glasser says it offers 40+ providers through one API key, billed per call. A useful setup for agents whose data needs change with every task.

@iammutex

Your agent is only as good as what you feed it. Garbage in. Garbage out. Introducing @Glasserai - it feeds your agent premium data instead. Ahrefs. Semrush. ZoomInfo. Apollo. PDL. etc. 1,900+ endpoints. One key. Pay per call. No more subscriptions. Send this one line to your Claude Code, Codex, Grok Bot, or Muse: set up

• glasser.ai

yeah.. maybe make an hermes as a hidden model-provider support @Teknium @NousResearch . We need to get away from cloud sources and able to use open local models vis Hermes agent CLI integration to apple Siri.

@marcelpociot

I got Claude answering inside Siri on macOS 27 🚀 > Apple's hidden model-provider support + my existing Claude Code account. > Open-source proof of concept. Requires disabling SIP/AMFI. > Thanks @itspdfu for the discovery! > Check it out:

• github.com

新機能Claude Modsが登場 （以前Function Hooksとして告知されていたもの） 従来の hooks より一段深く、Claude の実行パスに関数ベースのミドルウェア として割りこめる。テトリスを作ることも可能 CLAUDE_CODE_ENABLE_FUNCTION_HOOKS=1 上記の環境変数で有効化できる

@bcherny

Claude Mods are landing now. Someone already built a Tetris-in-Claude mod 🤯 > See issue for the latest community update, technical details, and more cool demos >

• github.com

opennews-mcp 是一个把各大金融消息源汇到一起的 MCP，装进 Claude Code 后用聊天就能问最近有什么值得注意的动向。 一共接了 85 个以上的数据源，分成新闻、交易所上币、链上大额、市场异动、预测信号几类，光新闻类就占了 55 家。 GitHub： 每条消息都过了一遍 AI，打一个 0 到 100 的影响力分，标出偏多还是偏空，再配一段中英文摘要。 链上那块还能盯着大额的交易和持仓变动，市场那块可以查看啊资金费率、大额爆仓这些异常。 用之前需要先配置 API Key。除了盯盘之外，还想让消息面也自动汇总的朋友，可以接进去试试。

• github.com

In what way is this a confirmation?

@notjazii

🚨opus 5 is confirmed routing opus 5.2 > ran some more tests and it looks like routed mode is > way faster > gives really clean output > not lazy and loves to do longer tasks > run this prompt in claude code: > "do you know who is "tibo" the reset guy, don't search" > if it knows who tibo is, you most likely have opus 5.2 > run it and lemme know what you get

BREAKING: Today, we killed Claude Computer. I just watched my Mac alone one-shot a $31B company in 186 seconds. This is, without exaggeration, completely scary.

@claudeai

Claude can now use your computer in the background in Claude Cowork and Claude Code. > Give it something to do on your desktop and Claude clicks, types, and opens apps just like you would, while you work on something else.

下了一本 300 页的 PDF 想系统读一遍，让 AI 总结出来的东西又不敢全信，哪句是书里写的、哪句是它自己补的分不清。 learn-from-materials 是一个学习用的 Agent Skill，把 PDF、EPUB、Word、PPT、网页这些材料变成一个能交互的学习网页，Claude Code、Codex、Copilot 命令行都能装。 它先完整读完材料建一个知识库，页面里每条内容都标出处，PDF 精确到页码，PPT 精确到第几张，EPUB 精确到章节。 GitHub： 生成的页面有核心框架、内容导学、术语大全、行动规则几个板块，还带自检题和笔记，学到哪不明白直接在页面上记。 我最看重的是它把「材料里有的」「材料没写的」「模型补充的」分开标，读的时候心里有底，这个设计比多数 AI 读书工具老实。 分「快速了解」和「系统学习」两档深度，生成完还会审计一遍有没有漏读的章节。 默认不联网，笔记和错题只存在自己浏览器里，README 和页面都是中文。 手里堆着几本电子书和论文一直没读的，可以让它先啃一遍。

• github.com

让 Agent 用 Three.js 搭个 3D 场景，出来的东西常常是几个方块加一盏灯，或者跑起来一片黑，它自己还说搭好了。 3dviz-pro-max 是一个专门做 3D 可视化的 Agent Skill，Claude Code 和 Codex 都能装，一句话描述想要的场景，它带着 Agent 从美术方向、物体结构一路做到能交互的成品。 它最不一样的地方，是逼 Agent 看自己渲染出来的画面。自带一个截图脚本，把搭好的场景按预设机位跑一遍截图，Agent 对着真实的帧改。 GitHub： 背后是一个能检索的资料库，223 个配方、440 条知识记录、22 套验证过的组件套件，覆盖 24 个方向。 从奇幻村庄、产品拆解到心脏剖面、线性代数、天体轨道都有，配方里调色板、天空、雾、灯光、相机参数都给了起始值，Agent 拿来改就行，不用从零猜。 仓库里还有 37 个能直接跑起来的示例，解剖、数学、物理、灯光练习分了 5 章，每个都附当初的提示词。装了 Blender 能烘出更细的模型，没装也能跑。 想拿 Agent 做 3D 演示、教学动画或者小场景的，装上试试，比裸奔靠谱。

• github.com

You can create a natural-sounding AI voice from your terminal in under 60 seconds 🤯 It’s called Coda, the new voice model from Rime, and you can preview its voices right inside Claude Code. Most AI voices are trained on audiobooks and actors reading scripts, so they sound like they’re reading at you. Coda learned from real back-and-forth between actual people. So it holds up the way real calls actually go, with 600+ voices, 50+ languages, and fast enough for live conversation. It runs right inside Claude Code. No dashboard, no setup.

Claude Code 2.1.270 is about to be released #cccnext

Astra出たからキャンペーン打ち切らない方がいいんじゃないかな

@oikon48

【注意】 > Claude Code の週次リミットは、本日まで50%増加キャンペーン中です。 > 9月14日からは標準から25%増加がデフォルトとなります。つまり、 > 1.25/1.5 = 0.833 > 現在の週次リミットの17%減 （83%）になる予定です。つらい。

• support.claude.com

Retrieves, evaluates, and evolves skills for Claude Code, Codex, and other AI agents through a unified management layer.

• github.com

OpenResearch，一个开源的本地科研工作台，把 Claude Code、Codex、OpenCode、Cursor 这 4 款变成研究 Agent，每个研究方向单开一个 Agent 会话和一个独立的 git 工作树，互不干扰。 实验按 git 树来管，每次运行都存一份当时提交的快照，日志、改动、结果文件全挂在产生它们的那次运行下面，回头查得清楚。 GitHub： 它能把整个循环自动跑起来，提出想法、改代码、起实验、看结果、决定下一步试什么，多个 Agent 并行探索，实验树保留谱系。 每个方向一个工作树这个设计我觉得是最实在的一点，隔离干净了后面的事都好办。 同一份代码快照本地能跑，远程 GPU 机器上也能跑，Slurm、Kubernetes、Ray、Modal 都接，浏览器留在笔记本上看进度就行。 项目、对话、运行记录全存自己机器上，建项目和跑实验都不会把代码传出去。 有桌面版和命令行版两种，还能按关键词找论文、直接拉 arXiv 文章进来读。

• github.com

Amp 推出免费 Hobby 档。 Amp 是从 Sourcegraph 拆出来的 Coding Agent 公司，产品和 Claude Code、Codex 属于一类，可以让 AI 自己读代码、改代码、跑命令和测试。现在只要用自己的电脑，再接自己的 ChatGPT 订阅或模型 API Key，就能免费使用 Amp，不再额外交月费和 BYOK Token 费。 今年 7 月 Amp 推出订阅制后，想把自己的 ChatGPT 订阅接进 Amp，至少要开每月 20 美元的 Megawatt。BYOK 即便用的是自己的模型 Key，Amp 也会收额外 Token 费用并设限制。现在这两层都取消了。ChatGPT 订阅费或 API 本身的模型费用，还是用户自己承担。 Amp 还有一个叫 Orb 的远程云电脑产品，可以给每个任务开一套独立环境。代码和开发工具都放在里面，关掉自己的电脑后 Agent 还能继续干活，也方便同时跑多个任务。Orb 依然按使用量收费；不想付这笔钱，也可以让 Amp 直接跑在自己的电脑上。 另外，Amp 还在扩大 BYOK 范围。付费用户已经可以接 OpenRouter、Amazon Bedrock、Azure Foundry、Ollama Cloud 和自定义模型接口等，之后会开放给所有用户。

@sqs

Amp is now free to use when you bring your own compute and model subscriptions/keys. > No more limits or fees for BYOK. >

• ampcode.com

Claude Code panes now pop out into their own windows. Dual monitor setup just became the default.

CloddsBot 这个开源项目最近在 GitHub 上很火，作者是在一场 Agent 黑客松花费 12 天时间做出来的。 一个跑在自己电脑上的 AI 交易终端，底层用的是 Claude，用聊天的方式就能看盘和下单。 覆盖 10 家预测市场、7 家合约交易所，外加 Solana 和 5 条 EVM 链上的去中心化交易所。 支持接入 Telegram、Discord、WhatsApp、Slack 等社交渠道。 GitHub： 内置 118 种策略，鲸鱼地址追踪、跟单、定投机器人都有，风控带熔断、每日亏损上限和一键停机。 还有 121 个 Skill，也能当 MCP 工具挂在 Claude Desktop 和 Claude Code 使用。

• github.com

M3E Canvas sketches Material 3 Expressive screen prototypes in the browser and generates a detailed prompt for AI coding tools like Cursor, Codex, or Claude Code.

• github.com

Claude Code 2.1.269 (抜粋) - `claude plugin eval`を追加: プラグインのeval suiteをClaude Codeに対して実行し、スコア付きの再現可能な結果（JSON + HTMLレポート）を得られる。詳細は`claude plugin eval --help`を参照 - `/output-style [name]`を追加: output styleの一覧表示と切り替えが、Remote Control経由やクラウド・その他のheadlessセッションでも行えるように - Bashツールがファイル編集を扱う場合、Bashコマンドが変更したファイルのdiffをBashツールの結果に追加（`bashEditDiffEnabled`設定） - `OTEL_METRICS_INCLUDE_REPOSITORY`を追加: OpenTelemetryのmetricsとeventsに`vcs.*`リポジトリ属性のタグを付けられるようになった。commit eventには`OTEL_LOG_TOOL_DETAILS`とともに`vcs.ref.head.*`が付与される - `CLAUDE_CODE_GATEWAY_MODEL_DISCOVERY_TIMEOUT_MS`を追加: LLM gatewayの`/v1/models`discoveryタイムアウト（デフォルト3秒）を延長できる - スピナーのtipを追加: プロンプトと作業の1行要約、応答だけを表示するビューとして`/focus`を提案する - `CLAUDE_CODE_WORKFLOW_MAX_CONCURRENT_AGENTS`（1〜256）を追加: 推論待ちが支配的なfan-outにおいて、Workflowツールの実行あたりの同時エージェント数上限を上げられる - 応答が出力トークン上限で切られ自動的に再開された場合、その次のターンでprompt cacheが部分的に無効化されていた不具合を修正 - compaction後にClaudeへ伝えられるgit statusを修正: セッション開始時点のものではなく、現在の状態が伝えられるように - `/diff`パネルを改善: 最初にローディング状態を表示する代わりに、1ステップで完全に描画された状態で開くようになった。 - 日本語・中国語・韓国語のテキス

DAILY AI BRIEF 🗞 — Sept 12 OPENAI 🔥: - GPT-Rosalind is out of research preview for eligible orgs worldwide. API, Codex, and ChatGPT Enterprise, with new Rosalind models as they ship. - Codex adds Life Sciences plugins for genomes, protein structure, QC reports, and notebooks. - ChatGPT Sites hit 5M apps. New: collab editing, private invites, custom domains, and DB inspect. - Desktop pets can start a new chat. Mini is the compact no-pet option. XAI 🔥: - Elon: Grok 4.7 needs a few more days. RL still quits hard tasks too early and undershoots self-checks. - Grok Bot is rolling out on Grok web for Heavy users. Create and chat with bots in the UI. No official post yet. ANTHROPIC 🔥: - Claude Code ships `claude plugin eval`. Score a plugin on test cases, then rerun without it. MICROSOFT 🔥: - MAI-Transcribe-2 hit 1M OpenRouter requests in 5 days. ALIBABA 🔥: - Qwen3.8-27B is live on Cerebras. * Used Grok to compose this brief, cherry-picking the news and doing some post-editing. > [@testingcatalog](

• twi

Plannotator 让 Agent 写的计划，我们可以在网页上打开审查，在段落上划线、写批注，点一下就把意见整包送回给 Agent 改。 代码写完也一样，改动以左右对照的形式打开，逐行评论、直接给建议代码，GitHub 和 GitLab 上的 PR 也能拉进来评。 GitHub： Claude Code、Codex、Copilot CLI、Gemini CLI、OpenCode 等 9 个编码 Agent 都接了，一个安装脚本自动识别装了哪些，对应配置一并配好。 Agent 生成的 HTML 页面也能直接渲染出来在上面批注，评论时还能随手问 AI，或者让它先跑一轮审查把评论贴到改动上。 计划、改动、批注全存本地，不收使用数据。想让审计划这一步从终端里挪出来、能划线能批注的，可以装上试试。

• github.com