1
Tiptap AI Toolkit
让AI直接实时编辑文档，内容协作效率瞬间拉满。
Empower your AI to directly edit documents in real time. Discussion | Link
2
Multi-Agent LLMs Fail to Explore Each Other
多智能体LLM协作时竟会“互不探索”，最新研究揭示其局限性。
arXiv:2607.11250v1 Announce Type: cross Abstract: Exploration is essential for reliable autonomy in multi-agent systems, yet it remains unclear whethe…
3
Show HN: ContextVault – Shared memory layer for your AI and your team
AI团队共享记忆层，让每个智能体告别孤立会话，大幅降低重复上下文加载。
Hi HN, I'm Kevin. I built ContextVault because I kept running into the same problem with AI tools. Every project accumulated prompts, coding conventio…
4
Show HN: Liveshortly - stream and pair prompt with ai agents
实时流式配对AI代理，轻松管理多Agent协作，提升效率新工具
We built a tool for livestream your agents session and it also allows collaborative pair prompting with team mates in single claude or codex sessions.…
5
Claudio? Why we need and open source Claude
呼吁开源AI的必要性，介绍良心之作Mindshub——可定制的开源AI协作者
Imagine if operating systems, browsers, or databases had evolved with only closed systems. We wouldn’t have the internet we know today. AI needs world…
6
Review by Eddie AI
AI视频编辑器Eddie，支持团队实时时间戳反馈与AI讨论，高效协作剪辑新选择。
Time-stamped feedback on your video from your team. And AI. Discussion | Link
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Meta 发布多模态推理模型 Muse Spark 1.1，强化 AI 智能体任务能力
Meta新模型Muse Spark 1.1主打多智能体协作与百万级上下文，让AI能拆解任务并行执行，效率倍增。
IT之家 7 月 12 日消息，Meta 于 7 月 9 日正式发布适用于 AI 智能体的多模态推理模型 Muse Spark 1.1 版本，重点提升了模型在智能体任务中的规划、协同与执行能力，并增强了工具调用、代码开发、应用操作能力。 Meta 表示，Muse Spark 1.1 强化了多智能体协…
8
OpenScience Emerges as Open-Source AI Workbench for Researchers
OpenScience 开源 AI 工作台，集研究协作与 AI 工具于一身，GitHub 已获 2167 星。
OpenScience, a new open-source AI workbench developed primarily in TypeScript, has garnered significant attention on GitHub, amassing over 2,167 stars…
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Coder – Delegate the coding to coder tasks powered by codex/Claude engines
跨模型协作编码新方案：用Claude Code调度Codex引擎，任务委派更高效。
Been really loving this flow of having Claude Code spin up Codex agents for individual tasks. It keeps the context super clean while spreading the wor…
10
Ask HN: What are some of the use-cases of the frontier models's max mode?
探索前沿模型最高能力模式（如ChatGPT Ultra、Claude Ultra）的实际使用案例，了解多Agent并行工作流如何解决复杂任务。
Recently ChatGPT released an Ultra mode, it's "highest-capability setting, coordinating multiple agents across parallel workstreams to finish complex …
11
Compete Then Collaborate: Frontier AI Teachers Build a Verifiable Curriculum to Improve a Coding Student Beyond Imitation
让前沿AI老师互相竞技，再合作打造可验证课程，帮助学生超越模仿式学习。
arXiv:2607.08255v1 Announce Type: new Abstract: Large language models increasingly serve as teachers generating training data for smaller students. Pr…
12
Aleena: Alignment Agent for Research Software Engineering Collaborations
专为研究软件工程协作设计的AI对齐代理Aleena，让AI队友更懂人类科学家的需求与节奏！
arXiv:2607.08043v1 Announce Type: cross Abstract: Research software collaborations span meetings, informal chats, pull requests, and GitHub issues. A …
13
Who Broke the System? Failure Localization in LLM-Based Multi-Agent Systems
COLM 2026论文提出一种针对LLM多智能体系统的故障定位方法，帮助开发者快速找出哪个智能体“搞砸了”协作流程。
arXiv:2607.07989v1 Announce Type: cross Abstract: Large language model (LLM) based multi-agent systems enable complex problem solving through coordina…
14
Ask HN: How do you share agent context across a team?
团队AI agent上下文碎片化？HN热议如何在成员间共享策略、客户笔记等，避免“公司大脑”分裂。
My cofounder and I each run our own Claude Code agent locally. Each has built up real context over time: strategy, customer notes, past decisions, con…
15
Ship OS by Notion
集笔记、文档、数据库与项目管理于一体，团队协作的超级工作台，支持从构思到交付的全流程。
The agent-native way to ship software Discussion | Link
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Learning social norms enhances compatibility in dynamic human-AI coordination
让AI学会人类社会的潜规则，动态合作不再鸡同鸭讲
arXiv:2607.07021v1 Announce Type: new Abstract: Humans continuously coordinate with others in dynamic interactions, often through implicit, hard-to-qu…
17
Quilt: Run many AI coding agents in one Git checkout
告别AI编码代理互相覆盖代码的噩梦，Quilt让多个代理在同一个Git仓库中安全协作。
Article URL: https://github.com/wkoverfield/quilt Comments URL: https://news.ycombinator.com/item?id=48832631 Points: 1 # Comments: 0
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Q1 2026 Innovation Graph update: Open source collaboration is accelerating worldwide
GitHub最新创新图揭秘：全球开源协作正在加速，数据揭示跨区域合作新趋势。
New Innovation Graph data shows global developer communities growing faster than ever, with collaboration reaching new highs across many economies. Th…
19
Show HN: Claudeometer – Share and pool Claude usage across a team (macOS, OSS)
macOS菜单栏实时监控Claude API用量，5小时滚动窗口与24小时趋势，支持团队共享，开源免费。
Article URL: https://github.com/SGSI/claudeometer Comments URL: https://news.ycombinator.com/item?id=48822355 Points: 1 # Comments: 0
20
Claude Cowork expands to mobile and web
Claude Cowork走进手机和网页端，帮你自动梳理邮件、构建简报，甚至留好草稿等你查看。
With this update, users can start a task from their desk, get status updates on their phone, and pick up the finished output later — even if their lap…