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小宇宙推出《AI趋势报告》：AI创作、AI办公、协作型AI等成讨论新趋势
AI内容创作者增长187%，相关节目数量增长239%
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A Survey on Human-AI Collaboration with Large Foundation Models
系统梳理大模型时代人机协作前沿进展，洞见AI增强人类智慧的路径与挑战。
arXiv:2403.04931v4 Announce Type: replace Abstract: As the capabilities of artificial intelligence (AI) continue to expand rapidly, Human-AI (HAI) Col…
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PropUQ-MAS: Propagation-Aware Uncertainty Quantification for LLM Multi-Agent Systems
多智能体协作中错误会级联放大，这项研究用传播感知量化不确定性，给LLM集群装上风险仪表盘。
arXiv:2608.22130v1 Announce Type: cross Abstract: LLM-based multi-agent systems (MAS) solve complex tasks through communication among role-specialized…
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Show HN: GitHub Dashboard aka GitBiased
GitHub 项目太多看不过来？这个仪表盘把 PR、开发动态集中管理，还能每周自动汇总工作周报。
Hi all. I'm working on GitBiased platform. Basically the idea is to let you or your team (manager) know what is happening at the moment in your develo…
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Self host sheets, docs, drive, email
自托管协作套件，洋葱路由加三服务隔离架构，实时协作延迟出乎意料地可用，多平台可部署。
Selfhost a full suite of collaboration tools powered by onion v3 routing and a isolated three dedicated service architecture. Surprisingly usable late…
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Ask HN: How to Claude Like Anthropic
看Anthropic如何用多智能体协作管理十多个项目，揭秘Claude高效工作流
I just received an email from Anthropic. Besides the usual new feature ad, there is a piece that I find quite amusing: > How to Claude like Anthropic …
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GitHub 通报 8 月 17 日大规模宕机事件原因：基础设施容量未能跟上平台使用量的快速增长
全球最大的代码托管平台，承载海量开源项目，持续扩容保障开发协作流畅
IT之家 8 月 21 日消息，GitHub 现已公布 8 月 17 日平台大规模宕机事件 的调查结果，确认此次事故并非由程序代码或配置变更引起，而是“基础设施容量未能跟上平台使用量的快速增长”。本次大规模宕机合计造成 GitHub 网站、身份验证、GitHub Actions、API、Pull R…
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Show HN: Skilldocs – Figma for Markdown
Markdown 编辑器中的 Figma，让协作与审阅像设计一样直观，语法高亮只在需要时出现。
I got fed up with Notion, so I built my dream document editor. It's all markdowned so it's easy to view skills or other agent-related documents. It's …
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Slack wants to drag AI coding out of the terminal and into the group chat
Slack把AI编程代理拖进群聊，边聊边写代码，协作效率拉满
Slack wants to drag AI coding out of the terminal and into the group chat. The Salesforce-owned messaging platform today announced Slack Code , a new …
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Show HN: Praxos – team messaging with built-in memory
为人和AI代理打造的团队消息平台，内置记忆，打通iMessage、WhatsApp、Slack等多端协作。
Hey HN! What does a regular workflow at a startup look like? Probably like this: > One founder talks to customers > Another founder builds > A custome…
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Ask HN: Do teams really need to use GitHub?
GitHub真的是开发团队的必需品，还是被生态惯性绑定？看看开发者们怎么说。
Enterprises can self-host, sure. Open source projects uses it for the the network effects of GitHub. But why does a small software team need to use Gi…
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Does anyone find AI code review useful?
AI生成代码动辄千行，人工审查还有意义吗？一场关于人机协作边界的现实拷问。
I’m genuinely trying to understand the point of AI code review. Once an LLM generated change gets into a few hundreds or thousands of lines, a human r…
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1ª vez trabalhando com git em um time: tudo que você precisa saber
首次参与团队Git协作？这篇实战指南帮你搞懂PR、Issue和最佳实践，避开新手坑
Faz mais de 5 anos que eu não abria um PR ou issue técnica no Github, mas essa semana tenho aprendido algumas boas práticas e termos que reuni neste a…
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"Agent 协议栈三层分化：MCP 管工具、A2A 管协作、Agent Plugins 管分发"
Agent 协议栈三层分化：MCP 管工具、A2A 管协作、Agent Plugins 管分发 2026年8月，协议战结束了。 这不是说竞争消失了——而是战场发生了转移。半年前，开发者还在热烈争论"MCP vs 其它协议哪个更好"，而现在答案已经清晰得让人有点意外： 没有哪个更好，只有哪个更适合哪一…
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The New Calendly
一键管理会议全流程，自动协调时区与日程，会前会后事务尽在掌握，让约会议变得高效轻松。
Handle all of the work before, during, and after meetings Discussion | Link
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Cursor capitalizes on GitHub frustration, launches rival hosting platform
厌倦GitHub频繁宕机？Cursor托管平台轻松同步你的仓库，稳定省心。
Cursor, known for its AI Code Editor, is launching a new code-hosting platform to rival developers' long preferred favorite, GitHub.
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How NVIDIA scales expertise with ChatGPT Work
英伟达用ChatGPT Work减负提效，打通实时信号，把成功经验复制到全球团队。
NVIDIA teams use ChatGPT Work to reduce manual tasks, connect fast-moving signals, and scale successful workflows globally.
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PlanPO: Group Planning-Aware Policy Optimization for Multi-Turn Agentic LLMs
突破多轮智能体规划瓶颈，PlanPO用分组规划感知优化策略，让大模型协作决策更高效。
arXiv:2608.17289v1 Announce Type: new Abstract: Group-relative policy optimization has emerged as a key paradigm for training agentic large language m…
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Show HN: Superprez.io – Sharing and Collaboration for AI-Generated Decks
AI生成PPT的协作分享利器，快速同步迭代演示文稿，适合团队高效打磨提案。
Hi HN, I've been working on Superprez.io because of something that started bothering me more and more with AI-generated presentations. Any AI like Cla…
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