1
Show HN: Live AI music sequencing agent
在网页上与AI实时共创音乐，所有听众同步体验同一首AI编排的旋律。
Pretzel is an experiment in live AI agents for music. It's a web synchronized music sequencer that is controlled by an AI agent. Everyone chats with t…
2
Multi-Repo Microservice Changes Are a Coordination Problem. I Solved It With AI Agent Teams.
用AI代理团队解决多仓库微服务变更的协调难题，实战案例拆解。
A walkthrough of RepoOrch — an open-source Claude Code plugin that turns a multi-repo workspace into a deliberating team of AI specialists, with peer-…
3
How does an AI agent pick from 686 skills in a second?
实测AI代理如何在一秒内从686个技能中精准选中最优解，准确率68%的秘密武器是语义路由+向量检索。
I ran an empirical test on the "skills as semantic router" pattern for Claude Code agents. I indexed 686 randomly sampled skills from a 4,556-skill co…
4
Constraint Decay: The Fragility of LLM Agents in Back End Code Generation
arXiv新研究揭示LLM代理在后端代码生成中面临"约束衰减"问题，系统脆弱性令人警醒。
Article URL: https://arxiv.org/abs/2605.06445 Comments URL: https://news.ycombinator.com/item?id=48256912 Points: 4 # Comments: 0
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Show HN: I built a RAG and knowledge graph agent that runs locally
本地运行的RAG与知识图谱AI代理，一键解决隐私与安全痛点，无需依赖云端模型配置。
Claw-Coder is an AI agent that runs locally on your laptop and has access to powerful tools instead of configuring claude or codex to use a local mode…
6
Computer-Use-Linux
Linux桌面用户福音：开源工具让AI代理直接操控你的计算机，无需等待官方支持
Hi, Since apps like Codex and Claude don't provide support for computer use for Linux desktop users, iv'e built my own own one. https://github.com/age…
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Show HN: I built a powerful RAG and knowledge graph agent that runs locally
本地运行、保护隐私的RAG+知识图谱智能代理，无需配置云模型即可使用强大工具。
Claw-Coder is an AI agent that runs locally on your laptop and has access to powerful tools instead of configuring claude or codex to use a local mode…
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Spotify’s AI bet: more of everything, less of what you want
Spotify押注AI代理功能，却可能陷入“越多越不精”的个性化困境，产品体验的微妙平衡值得关注。
Spotify has released a bunch of AI-powered tools that nudge users to create more content. It can be a bit much.
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微软 35 年老将优素福 · 迈赫迪宣布离职，最后一年将协助 Windows 适应 Agent 时代
微软35年资深高管宣布离职，最后一年专注推动Windows接入Agent时代，AI战略转型信号明确。
IT之家 5 月 22 日消息，据《商业内幕》今日报道，在微软工作 35 年的资深高管优素福 · 迈赫迪将在下一财年结束后离开公司。2023 年至今，迈赫迪担任微软商业业务首席营销官。 迈赫迪在备忘录中写道：“在微软度过 35 段非凡岁月后，我认为现在是开始规划下一段人生旅程的时候了。在这 35 年…
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ImProver: Agent-Based Automated Proof Optimization
基于智能体的自动证明优化框架，提升数学证明的简洁性与可读性，ICLR 2025 顶会论文。
arXiv:2410.04753v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have been used to generate formal proofs of mathematical theore…
11
Show HN: SoMatic – Vision-based OS automation framework for AI agents
基于视觉的OS自动化框架，让AI代理精准操控电脑，突破多模态LLM定位瓶颈。
Hi HN, I'm Smyan and I enjoy building agents. Modern multimodal LLMs are great at vision and perception but are quite poor at localization. This natur…
12
Show HN: Aisbf, a self-hostable OpenAI-compatible AI proxy/router
自托管OpenAI兼容AI代理/路由器，测试期仅€2/月享受无限Pro访问，性价比极高。
AISBF is a self-hostable AI proxy/router that exposes an OpenAI-compatible API while letting you route across different providers and model pools. I b…
13
Show HN: Agent Chat Bridge – give AI IDE agents an async callback
为AI IDE代理搭建异步回调桥，让它们在任务完成后通过HTTP回复你，告别轮询烦恼。
Article URL: https://github.com/sathvikc/agent-chat-bridge Comments URL: https://news.ycombinator.com/item?id=48217340 Points: 2 # Comments: 0
14
Experimenting with graph-based semantic memory for AI agents
开源AI代理图语义记忆项目，整合SQLite、llama.cpp、BGE-M3等，30秒可安装体验。
Article URL: https://github.com/AEndrix03/Graft Comments URL: https://news.ycombinator.com/item?id=48216282 Points: 4 # Comments: 0
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Google is pitching an AI agent ecosystem to consumers who may not buy it
Google推AI代理生态并月费百美元，消费者却可能不买单，挑战何在？
The AI agents are coming. A lot of them.
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Google Search Goes Agentic—and Doesn’t Need You Anymore
Google搜索进化为AI代理平台，用户可创建多个代理自动完成任务，搜索不再需要你亲自操作。
Vibe-coded results! Super widgets! Bots that never sleep! Google’s vision for the future of Search is hyper-personalized, automated, and extremely AI.
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HTML-anything – The agentic HTML editor – your local AI agent writes the HTML
本地AI代理帮你写HTML，高效生成设计感页面，开源仓库已有40k星标。
Article URL: https://github.com/nexu-io/html-anything Comments URL: https://news.ycombinator.com/item?id=48206674 Points: 1 # Comments: 0
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Dev Browser: Browser Automation Built for AI Agents
轻量级浏览器自动化运行时，专为AI代理设计，减少截图驱动交互，提升效率和速度。
I recently tried applying for jobs on LinkedIn using the Claude Chrome Extension , and one thing became very obvious quickly: It was taking screenshot…
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AgentKernelArena: Generalization-Aware Benchmarking of GPU Kernel Optimization Agents
首个泛化感知基准评估GPU内核优化代理，推动自动调优技术落地。
arXiv:2605.16819v1 Announce Type: cross Abstract: GPU kernel optimization is increasingly critical for efficient deep learning systems, but writing hi…
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RecoAtlas: From Semantic Plausibility to Set-Level Utility in LLM Recommendation Agents
从语义合理性到集合级效用，新框架RecoAtlas如何提升LLM推荐代理的整体推荐质量。
arXiv:2605.18805v1 Announce Type: cross Abstract: LLM recommendation agents increasingly produce structured recommendation reports: sets of items acco…