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2026-10-02 互联网学习扫描

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tagsharvest, daily

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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。

2026-10-02 互联网学习扫描

扫描日期: 2026-10-02 总条数: 27 条 来源: V2EX + HackerNews + arXiv + GitHub Trending

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: 683
  • 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.

NVIDIA / OpenShell

  • 来源: https://github.com/NVIDIA/OpenShell
  • 来源类型: github-trending-daily
  • 作者: NVIDIA
  • 热度: 584
  • 评分: 9
  • 主题: ai-agent, tools
  • 摘要: OpenShell is the safe, private runtime for autonomous AI agents.

mksglu / context-mode

  • 来源: https://github.com/mksglu/context-mode
  • 来源类型: github-trending-daily
  • 作者: mksglu
  • 热度: 276
  • 评分: 9
  • 主题: ai-agent
  • 摘要: Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.

colbymchenry / codegraph

  • 来源: https://github.com/colbymchenry/codegraph
  • 来源类型: github-trending-daily
  • 作者: colbymchenry
  • 热度: 163
  • 评分: 9
  • 主题: ai-agent
  • 摘要: Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, CoPilot, and Hermes Agent — fewer tokens, fewer tool calls, 100% local

mvschwarz / openrig

  • 来源: https://github.com/mvschwarz/openrig
  • 来源类型: github-trending-daily
  • 作者: mvschwarz
  • 热度: 691
  • 评分: 9
  • 主题: ai-agent, ops
  • 摘要: Build your own network of agents from Claude Code, Codex and Pi: persistent teams with roles, shared context and owned work.

coreyhaines31 / marketingskills

  • 来源: https://github.com/coreyhaines31/marketingskills
  • 来源类型: github-trending-daily
  • 作者: coreyhaines31
  • 热度: 139
  • 评分: 8
  • 主题: ai-agent
  • 摘要: Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering.

Show HN: Made an open-source Lego AI generator

  • 来源: https://github.com/anteloc/ldraw-nova
  • 来源类型: hn-frontpage
  • 作者: antelocnova
  • 热度: 48
  • 评分: 7
  • 主题: ai-agent, papers
  • 摘要: Hi there :-) New on HN, first time posting.Past year, around December, I started experimenting with making ChatGPT and Claude generate source code in LDraw language.This LDraw is literally an “assembly” language, a low-level programming language that describes how to assemble LEGO pieces t

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

JuliusBrussee / caveman

  • 来源: https://github.com/JuliusBrussee/caveman
  • 来源类型: github-trending-daily
  • 作者: JuliusBrussee
  • 热度: 271
  • 评分: 7
  • 主题: ai-agent
  • 摘要: 🪨 why use many token when few token do trick. Viral skill + proxy for coding agents that cuts 65% of tokens by talking like a caveman.

obra / superpowers

  • 来源: https://github.com/obra/superpowers
  • 来源类型: github-trending-daily
  • 作者: obra
  • 热度: 561
  • 评分: 7
  • 主题: ai-agent, tools
  • 摘要: An agentic skills framework & software development methodology that works.

DietrichGebert / ponytail

  • 来源: https://github.com/DietrichGebert/ponytail
  • 来源类型: github-trending-daily
  • 作者: DietrichGebert
  • 热度: 1429
  • 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.

mattpocock / skills

  • 来源: https://github.com/mattpocock/skills
  • 来源类型: github-trending-daily
  • 作者: mattpocock
  • 热度: 955
  • 评分: 7
  • 主题: ai-agent
  • 摘要: Skills for Real Engineers. Straight from my .agents directory.

heygen-com / hyperframes

Greg Kroah-Hartman – Security in the LLM Age [video]

azure gpt, aws bedrock, calude key 上游源头找下游用户. az gpt, awsb, claude openai

  • 来源: https://www.v2ex.com/t/1246186
  • 来源类型: v2ex
  • 作者: ft3085658
  • 评分: 5
  • 主题: ai-agent, ops
  • 摘要: 主要找大厂和大台子，散户不接。 外商源头，价格美丽可谈。 谢谢

Loss of cell identity drives human aging: Two new papers

With most information hidden, the game Stratego had stumped AI until now

From the creator of Redis; run LLM locally with ds4

  • 来源: https://dwarfstar.sh/
  • 来源类型: hn-frontpage
  • 作者: fibo
  • 热度: 111
  • 评分: 5
  • 主题: ai-agent, ops

Show HN: Pyxel – A Python retro game engine with built-in art and sound editors

  • 来源: https://github.com/kitao/pyxel
  • 来源类型: hn-frontpage
  • 作者: kitao
  • 热度: 51
  • 评分: 5
  • 主题: tools
  • 摘要: Hi HN, I’m the creator of Pyxel, a free, MIT-licensed retro game engine for Python. I’ve been developing it since 2018, and it recently passed 18,000 stars on GitHub.Pyxel includes pixel art, tilemap, sound, and music editors, so you can create a game’s visuals and audio as well as wr

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

pbakaus / impeccable

  • 来源: https://github.com/pbakaus/impeccable
  • 来源类型: github-trending-daily
  • 作者: pbakaus
  • 热度: 717
  • 评分: 5
  • 主题: ai-agent
  • 摘要: The design language that makes your AI harness better at design.

cursor / plugins

  • 来源: https://github.com/cursor/plugins
  • 来源类型: github-trending-daily
  • 作者: cursor
  • 热度: 168
  • 评分: 5
  • 主题: tools
  • 摘要: Cursor plugin specification and official plugins

pablostanley / yoinks

  • 来源: https://github.com/pablostanley/yoinks
  • 来源类型: github-trending-daily
  • 作者: pablostanley
  • 热度: 629
  • 评分: 5
  • 主题: tools
  • 摘要: yoink any video from your terminal. no shady ads.

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