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2026-10-04 互联网学习扫描

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Codex 核验（2026-10-09） 本篇为原日期采集快照。Stars、points、评论数、排序和截断摘要均不是截至核验日的实时统计；GitHub“作者”是仓库拥有者，HN“作者”通常是投稿账号，arXiv 字段可能只列部分作者，应以链接原文署名为准。

2026-10-04 互联网学习扫描

扫描日期: 2026-10-04 总条数: 29 条 来源: V2EX + HackerNews + arXiv + GitHub Trending

calesthio / OpenMontage

  • 来源: https://github.com/calesthio/OpenMontage
  • 来源类型: github-trending-daily
  • 作者: calesthio
  • 热度: 361
  • 评分: 11
  • 主题: ai-agent, tools, ops
  • 摘要: World’s first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.

KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards

  • 来源: https://arxiv.org/abs/2610.02206v1
  • 来源类型: arxiv-cs-ai
  • 作者: Muzammal Naseer
  • 评分: 10
  • 主题: ai-agent, tools, ops, papers
  • 摘要: LLMs are increasingly applied to cybersecurity workflows, where they are expected to translate analysts’ intent into tool invocations. However, existing evaluations focus on knowledge-based assessments or end-to-end agentic tasks, and do not directly measure LLMs’ ability to generate executable comm

Reconstruct, Practice, Go Real: Guided Self-Improvement for Embodied Agents

  • 来源: https://arxiv.org/abs/2610.02204v1
  • 来源类型: arxiv-cs-ai
  • 作者: Haozhi Qi
  • 评分: 9
  • 主题: ai-agent, tools, ops, papers
  • 摘要: Building reliable robot capabilities across diverse tasks requires substantial human effort to develop and maintain skills, design rewards, and integrate perception with control. We present Reconstruct, Practice, Go Real (RPG), a framework for autonomous improvement of robot execution systems withou

Panniantong / Agent-Reach

  • 来源: https://github.com/Panniantong/Agent-Reach
  • 来源类型: github-trending-daily
  • 作者: Panniantong
  • 热度: 979
  • 评分: 9
  • 主题: ai-agent, tools
  • 摘要: Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.

thedotmack / claude-mem

  • 来源: https://github.com/thedotmack/claude-mem
  • 来源类型: github-trending-daily
  • 作者: thedotmack
  • 热度: 627
  • 评分: 9
  • 主题: ai-agent
  • 摘要: Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More

coreyhaines31 / marketingskills

  • 来源: https://github.com/coreyhaines31/marketingskills
  • 来源类型: github-trending-daily
  • 作者: coreyhaines31
  • 热度: 270
  • 评分: 8
  • 主题: ai-agent
  • 摘要: Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.

[开源推广] Oh-My-CPA: 更现代的 CPA 管理面板,原生移动端 / MCP Agent / 完整 CPAMC 体验

  • 来源: https://www.v2ex.com/t/1246432
  • 来源类型: v2ex
  • 作者: WizisCool
  • 评分: 7
  • 主题: ai-agent, tools
  • 摘要: 仓库地址: https://github.com/WizisCool/oh-my-cpa Oh-My-CPA 这个项目从 8 月 31 日创建仓库至今已连续开发一个多月，消耗 200+ 亿 Token 。 起初只是为了让自己的 CPA 用着舒服一些，后来有一些佬友感兴趣，于是决定继续优化后开源 感谢开发期间社区的意见和 Bug 报告 :pray: 仓库的 PR 在我一人开发的情况下已经累计合并了 124 个 PR ，总 Commit 在压缩合并的情况下也已经到达了 458 条 ，是时候正式发布出来，和社区一起集思广益、共同迭代了。 项目介绍 Oh-My-CPA (OMC) 是一个 CLIPro

ScholarCatalyst: A Benchmark for Retrieving Papers That Inspire New Research

  • 来源: https://arxiv.org/abs/2610.02202v1
  • 来源类型: arxiv-cs-ai
  • 作者: Chelsea Finn
  • 评分: 7
  • 主题: ai-agent, tools, ops, papers
  • 摘要: What makes great scientists great? Even as AI systems start to make progress on open problems, scientists remain far ahead of them at sensing which prior idea, buried in an ever-growing archive of research, a new problem needs. To study this skill, we draw on researchers who know firsthand which ear

DietrichGebert / ponytail

  • 来源: https://github.com/DietrichGebert/ponytail
  • 来源类型: github-trending-daily
  • 作者: DietrichGebert
  • 热度: 1894
  • 评分: 7
  • 主题: ai-agent
  • 摘要: Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

addyosmani / agent-skills

  • 来源: https://github.com/addyosmani/agent-skills
  • 来源类型: github-trending-daily
  • 作者: addyosmani
  • 热度: 336
  • 评分: 7
  • 主题: ai-agent
  • 摘要: Production-grade engineering skills for AI coding agents.

开源 Bibo：成本极低，内置笔记、文件、任务和日历的 personal agent

  • 来源: https://www.v2ex.com/t/1246418
  • 来源类型: v2ex
  • 作者: Peiiii
  • 评分: 6
  • 主题: ai-agent, tools, ops
  • 摘要: 我把 Bibo 开源了，MIT 协议。先说最想做好的三件事： 成本极低。 日常使用不需要常驻电脑，也不用一直开着 Linux 容器。只有需要运行代码时，才启动沙箱。 内置个人管理工具。 笔记、文件、任务和日历都有专门的界面。你可以直接查看、编辑和管理，也可以让 AI 来做。 开源，可以自己部署。 用自己的 Cloudflare 账号和模型 API Key ，数据存在自己的部署里，代码也可以自己改。 GitHub： Peiiii/bibo 在线体验： app.bibo.bot 我希望它能成为每天都用得上的 personal agent 。想到什么可以随手记，需要做的事可以放进任务和日历，资料可以

Show HN: AI search for every photo and every frame of video on macOS

Show HN: Build with Python – a beginner course where your code draws

  • 来源: https://scimigo.com/en/learn/build-with-python/01-draw-with-python
  • 来源类型: hn-frontpage
  • 作者: davidwshao
  • 热度: 13
  • 评分: 6
  • 主题: tools, ops, papers
  • 摘要: Hi HN, I built this because I watched my daughter struggle at learning Python. I made something that runs only in the browser with visuals rather than relying on CLI/terminal output. No need to worry about python installation, package versions, venv etc.The lab runs with Pyodide in a web worker

pbakaus / impeccable

  • 来源: https://github.com/pbakaus/impeccable
  • 来源类型: github-trending-daily
  • 作者: pbakaus
  • 热度: 1170
  • 评分: 6
  • 主题: ai-agent
  • 摘要: The design language that makes your AI harness better at design.

getsentry / sentry

  • 来源: https://github.com/getsentry/sentry
  • 来源类型: github-trending-daily
  • 作者: getsentry
  • 热度: 152
  • 评分: 6
  • 主题: ops
  • 摘要: Developer-first error tracking and performance monitoring

garrytan / gstack

  • 来源: https://github.com/garrytan/gstack
  • 来源类型: github-trending-daily
  • 作者: garrytan
  • 热度: 121
  • 评分: 6
  • 主题: ai-agent
  • 摘要: Use Garry Tan’s exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA

开源 Bibo：带按需 Linux 沙箱的个人 AI 工作空间，日常操作不用常驻容器

  • 来源: https://www.v2ex.com/t/1246404
  • 来源类型: v2ex
  • 作者: Peiiii
  • 评分: 5
  • 主题: ai-agent, tools, ops
  • 摘要: 把自己做的 Bibo 开源了，MIT 。 想做的是一个能一起做事的个人 AI 搭档。对话、任务、日程、笔记和文件放在同一个网页里：让它处理一件事，结果保存下来，自己能接着看、改、安排后续。 比较想分享的是沙箱和运行成本这部分。Agent 在 Cloudflare Worker / Durable Object 上运行，普通聊天、建任务、读写文件不需要启动容器。要跑 Python 、Shell 等系统工具时，才按需使用隔离的 Linux 沙箱。个人文件放在 R2 ，可以挂载到沙箱；临时环境回收后，保存的文件还在。默认空闲五分钟后沙箱休眠。 我用一组示例咖啡店销售数据跑了一遍：让 Python 算

有 notebooklm 平替自建版吗？

  • 来源: https://www.v2ex.com/t/1246392
  • 来源类型: v2ex
  • 作者: ota
  • 评分: 5
  • 主题: ai-agent, tools
  • 摘要: 实现全功能用个 grok heavy 应该够了。比如 tts / stt ，image gen ，video gen ，x-search mindmap ，report 这些外接 mcp 也来得及扩展。 主要是 cli 录屏实现。 我最近看有 ffmpeg 有 skill 可用，也许能尝试下。 因为很多教程，得上真机操作，模拟更人类的方式，而不是 ai 视频那种解说。很多 ai 解说频道，都是 prompt 自动生成并自动投稿到 youtube 的，质量倒不是差，但实践性几乎为 0 ，还不如你自己读一遍官方文档手把手操作一遍。这是普遍问题。作者可能意淫觉得高深莫测，但复杂问题无法简单传教，本身

把 OpenClaw 群扩展成 AI 超级玩家联盟，聊开发、提效和变现

  • 来源: https://www.v2ex.com/t/1246391
  • 来源类型: v2ex
  • 作者: Peiiii
  • 评分: 5
  • 主题: ai-agent
  • 摘要: 我把原来的 NextClaw / OpenClaw 交流群扩展成了「 NextClaw ｜ AI 超级玩家联盟」，想认识更多用 AI 做事的朋友。 以后除了 OpenClaw ，也想一起聊这些具体问题： AI 开发：用 Codex 、Claude Code 等工具做网站、小应用和产品，交流代码质量、调试、上线和实际踩坑。 自动化提效：Agent 、Skill 、MCP 和工作流怎么用到自己的工作里，哪些重复劳动能交给 AI ，哪些环节还需要人判断。 副业和变现：接单、小产品、内容创作，以及产品做出来后怎么找到用户、验证需求。 欢迎带着作品、正在尝试的方法，或者一个卡住的问题来。新手也欢迎，可以

LeCun has “zero concerns” about AI wiping out humanity, recent “rogue” incidents

Agents don’t need memory, they need documentation

Show HN: Glashütte Trash Clock – A 30-minute pendulum clock made from trash

  • 来源: https://niklasroy.com/gtc/
  • 来源类型: hn-frontpage
  • 作者: r0r0
  • 热度: 147
  • 评分: 5
  • 主题: tools, papers
  • 摘要: This is a functional 30-minute pendulum clock entirely from discarded materials—cardboard, zip ties, tape, a yardstick, and a paperclip escapement, built in the German Eldorado of precision watchmaking: Glashütte.It also acts as a reference clock for GTC, a new satirical universal time standard.

Emitting metadata early makes building/checking Rust up to twice as fast

Homa: The end of TCP for AI clusters [video]

VISTA: A Visual Harness for Reasoning in an Interactive World

  • 来源: https://arxiv.org/abs/2610.02200v1
  • 来源类型: arxiv-cs-ai
  • 作者: Kaiming He
  • 评分: 5
  • 主题: ai-agent
  • 摘要: We show that multimodal models possess strong reasoning abilities and that an appropriate harness can unlock their potential to solve tasks across diverse interactive environments. We introduce VISTA, a visual harness that gives a general-purpose multimodal model long-horizon vision. VISTA allows th

DuoMind: Enabling Distributed Multi-Robot Coordination with Semantic Communication

  • 来源: https://arxiv.org/abs/2610.02161v1
  • 来源类型: arxiv-cs-ai
  • 作者: Junshan Zhang
  • 评分: 5
  • 主题: ai-agent, tools, ops
  • 摘要: Vision-language models (VLMs) and vision-language-action models (VLAs) have recently driven rapid progress in general-purpose robots, yet most progress has focused on single-robot settings. Extending these capabilities to multi-robot systems remains challenging because robots must coordinate long-ho

From Knowledge Access to Source Learning: Developing Source-Specific Competence

  • 来源: https://arxiv.org/abs/2610.02150v1
  • 来源类型: arxiv-cs-ai
  • 作者: Haohan Wang
  • 评分: 5
  • 主题: ai-agent, ops
  • 摘要: Large language model (LLM) agents increasingly rely on persistent external sources to solve sequences of knowledge-intensive tasks. Existing methods improve how source content is accessed and organized, while agent-memory systems preserve reusable knowledge from prior interactions, but repeated use

tester-army / e2e

  • 来源: https://github.com/tester-army/e2e
  • 来源类型: github-trending-daily
  • 作者: tester-army
  • 热度: 344
  • 评分: 5
  • 主题: tools
  • 摘要: Next generation e2e testing framework for web and mobile apps.

antirez / ds4

  • 来源: https://github.com/antirez/ds4
  • 来源类型: github-trending-daily
  • 作者: antirez
  • 热度: 211
  • 评分: 5
  • 主题: ai-agent
  • 摘要: DeepSeek 4 Flash and PRO local inference engine for Metal, CUDA and ROCm

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