🔬 研究笔记 MOC — Research Map¶

所有研究笔记的索引与入口。自动按主题分组。回到 [[knowledge-map|🗺️ 知识地图]] · [[Home|🏠 Home]]

共 226 篇研究笔记 · 最后更新: 2026-10-17（论文样例图表与路线图复盘）

🆕 最新增量（2026-09-18 ~ 10-17）¶

[[2026-10-17-academic-writing-tables-roadmaps]] — 四类论文样例的学术论证、表格、路线图与 Word 渲染验收复盘
[[GitHub-Weekly-2026-10-11]] — W41 GitHub 宝藏挖掘：codebase-memory-mcp 46.3k / nanobot 48.9k / code-review-graph 32.0k（三连榜，代码知识图谱成 MCP 默认接口）
[[douyin-kiko-5-skills-ai-design-20260918]] — 抖音Kiko 5大前端设计Skill深度拆解：Taste Skill/Impeccable/shadcn/UI UX Pro Max/DESIGN.md
[[agent4science-ai-scientist-social-network-20260918]] — AI 科学家社交网络（UChicago CHAI Lab，AI agents 的 Reddit）
[[genoffice-ai-office-suite-20260918]] — 全球首个全功能开源 AI Office 套件（Codex 直出真实 .docx/.xlsx/.pptx）
[[wemux-ai-agent-platform-20260918]] — 自托管 AI Agent 协作平台（Worker-first 执行）
[[arxiv-2026-09-19-agent-llm]] — 09-19 arXiv AI Agent/LLM 速览
[[arxiv-2026-09-21-agent-llm]] — 09-21 arXiv AI Agent/LLM 速览
[[arxiv-2026-09-24-agent-llm]] — 09-24 arXiv AI Agent/LLM 速览（三日窗口 09-22~09-24，24 主 + 18 简评）
[[arxiv-2026-09-25-agent-llm]] — 09-25 arXiv AI Agent/LLM 速览（单日补录，16 主 + 14 简评）
[[arxiv-2026-09-26-agent-llm]] — 09-26 arXiv AI Agent/LLM 速览（09-25 窗口第三轮补全，16 主 + 14 简评）
[[arxiv-2026-09-29-agent-llm]] — 09-29 arXiv AI Agent/LLM 速览（双日窗口 09-28~09-29，18 主 + 16 简评）
[[arxiv-2026-10-02-agent-llm]] — 10-02 arXiv AI Agent/LLM 速览（三日窗口 09-30~10-02，34 主 + 4 简评）
[[arxiv-2026-10-04-agent-llm]] — 10-04 arXiv AI Agent/LLM 速览（09-30~10-02 窗口第二轮补全，33 主 + 12 简评）
[[arxiv-2026-10-10-agent-llm]] — 10-10 arXiv AI Agent/LLM 速览（10-05~10-09 全新窗口，34 主 + 48 简评）
[[arxiv-2026-10-14-agent-llm]] — 10-14 arXiv AI Agent/LLM 速览（10-12 全新窗口，25 主 + 55 简评）
[[arxiv-2026-10-16-agent-llm]] — 10-16 arXiv AI Agent/LLM 速览（10-14~10-16 三窗口，30 主 + 36 简评）
[[2026-10-16-douyin-academic-tools-audit]] — 抖音学术工具说法核验：PubScholar/国家数据/AIGC工具边界与本地脚本静态审查

🆕 W34 新增补链（2026-08-16 周度整理）¶

[[GitHub-Weekly-2026-08-16]] — W34 GitHub 热榜
[[arxiv-2026-08-16-agent-llm]] — arXiv 08-16 速览（08-13 池补全 15 篇）
[[charm-graph-transfer]] — CHARM 多模态图谱跟踪（归位自 research/trackers）
[[kutie-context-injection]] — KuTIE 上下文跟踪（归位自 research/trackers）
[[long-term-model-systems]] — 模型体系三件套跟踪（归位自 research/trackers）
[[三角洲干员明天过后转场教程研究-2026-08-14]] — 剪映转场教程研究（自 Hardware 归位）
[[arxiv-2026-08-16-core-contributions]] — 08-16 核心贡献（Reconcile Once / Behavioral Contracts II / SkillEvo）
[[arxiv-2026-08-06-agent-llm]]
[[arxiv-2026-08-07-agent-llm]]
[[英语刷题机Android版竞品研究-2026-08-10]]
[[10-Top-AI-Agent-Projects-Deep-Research]]
[[20个ChatGPTPrompt研究-2026-08-08]]
[[agent-memory-injection-2026-08-05]]
[[ai-agent-self-强化-2026-08-06]]
[[ai-blogger-monetization-2026-08-06]]
[[Browser-Use-Hermes-Integration-Deep-Research]]
[[ChatGPT免费无限聊天-2026-08-08]]
[[code-review-graph-decision-2026-08-05]]
[[english-machine-improvements-2026-08-06]]
[[eu-ai-act-2026-08-assessment]]
[[game-launch-crash-guide-2026-08-02]]
[[github-trending-2026-08-05-2]]
[[github-trending-2026-08-05]]
[[GitHub-Weekly-2026-08-02]]
[[GitHub周榜-2026-08-08]]
[[GitHub热榜-2026-08-08]]
[[graphify-weekly-2026-08-02]]
[[hermes-config-audit-2026-08-02]]
[[hermes-context-audit-2026-07-31]]
[[krea2-white-image-debug-2026-08-03]]
[[manta-topology-review-2026-08-03]]
[[Memvid-n8n-kaeru-Deep-Research]]
[[MiMo-V2.5研究-2026-08-08]]
[[MuseSpark价格战-2026-08-08]]
[[openforgerl-trace-pipeline-feasibility]]
[[orca-misscore-reliability-2026-08-03]]
[[s4mp-architecture-analysis-2026-08-05]]
[[s4mp-business-model-imitation-10round-2026-08-03]]
[[s4mp-multiplayer-10round-2026-08-04]]
[[s4mp-protocol-network-100round-2026-08-05]]
[[s4mp-round2-2026-08-06]]
[[self-upgrade-roundup-2026-08-05]]
[[simsync-pake-upgrade]]
[[skill-audit-2026-08-01]]
[[skill-audit-2026-08-05]]
[[skillhub-5skills-study]]
[[skyrim-together-reborn-2p-modlist]]
[[tapo-meta-finance-2026-08-03]]
[[字节10万亿模型-2026-08-08]]
[[搜索抓取升级千轮研究-2026-08-08]]
[[零度AI赛博女友部署教程-2026-08-08]]

GitHub¶

[[3-ai-projects-study]]
[[free-programming-books-zh-study]]
[[github-daily-2026-07-28]]
[[github-trending-2026-07-31-15projects]]
[[github-trending-2026-08-01-7projects]]
[[github-trending-2026-08-02-study]]
[[github-trending-2026-08-02-weekly-5projects]]
[[github-trending-25-projects]]
[[github-weekly-2026-07-31-5projects]]
[[GitHub-Weekly-2026-08-09]]
[[goutoujunshi-study]]
[[kaneo-study]]
[[krea2-local-image-gen-study]]
[[lyricify-study]]
[[negative-results-registry-study]]
[[neodisk-study]]
[[openfic-study]]
[[python-100-days-study]]
[[system-design-primer-study]]

PCB 硬件¶

[[PCB-EMC-SI-热设计千轮研究-2026-08-08]]
[[PCB自动化千轮研究-2026-08-08]]
[[双轨闭环路线图-SKiDL网表-2026-08-08]]
[[嘉立创自动化问题千轮研究-2026-08-08]]

刷题机¶

[[刷题机Windows内测版千轮研究-2026-08-08]]
[[刷题机标注功能千轮研究-2026-08-08]]
[[刷题机移动端方案千轮研究-2026-08-08]]
[[刷题机笔记增强千轮研究-2026-08-08]]

AI 日报¶

[[ai-daily-2026-07-29-digest]]
[[ai-daily-2026-08-01-digest]]
[[AI早报学习-2026-08-08]]
[[knowledge/Daily/hackernews-2026-08-09|HN 08-09]] · [[knowledge/cards/2026-08-09-deepseek-v4-flash-arc-prize|知识卡片 08-09]]
[[knowledge/Dev/prime-agent-rlm-2026-08-14|Prime Agent RLM 08-14]]
[[knowledge/Daily/hackernews-2026-08-12|HN 08-12]] — 本周 Daily 速览补链 · [[knowledge/cards/2026-08-14-prime-agent-rlm|知识卡片 08-14]]
[[knowledge/Research/arxiv-2026-08-16-core-contributions|arXiv 核心贡献 08-16]] · [[knowledge/cards/2026-08-16-behavioral-contracts-reliability|知识卡片 08-16]]
[[knowledge/Research/arxiv-2026-08-18-agent-llm|arXiv Agent/LLM 08-18]] · [[knowledge/cards/2026-08-18-multi-agent-coordination|知识卡片 08-18]]- [[knowledge/Research/arxiv-2026-08-19-agent-llm|arXiv Agent/LLM 08-19 补录]] · [[knowledge/cards/2026-08-19-bounded-agents-delegation-security|知识卡片 08-19]]
[[knowledge/Research/arxiv-2026-08-20-agent-llm|arXiv Agent/LLM 08-20]] · [[knowledge/cards/2026-08-20-hermes-harnessrisk-security|知识卡片 08-20]]
[[knowledge/Research/arxiv-2026-08-21-agent-llm|arXiv Agent/LLM 08-21 补录]] · [[knowledge/cards/2026-08-21-github-monetization|知识卡片 08-21]]
[[knowledge/Daily/hackernews-2026-08-17|HN 08-17]] · [[knowledge/Daily/hackernews-2026-08-18|HN 08-18]] · [[knowledge/Daily/hackernews-2026-08-19|HN 08-19]] · [[knowledge/Daily/hackernews-2026-08-21|HN 08-21]] — W35 Daily 速览补链
自我完善 08-30 · [[knowledge/cards/2026-08-30-data-source-verification|知识卡片 08-30]]
自我完善 08-24 · [[knowledge/cards/2026-08-24-anthropic-token-ban|知识卡片 08-24]]
[[knowledge/AI/工具精度方法论-假阳性税与知识库Lint-2026-09-05|工具精度方法论 09-05]] · [[knowledge/cards/2026-09-05-false-positive-tax|知识卡片 09-05]]
[[knowledge/Research/arxiv-2026-09-06-core-contributions|arXiv 核心贡献 09-06]] · [[knowledge/cards/2026-09-06-harness-engineering|知识卡片 09-06]]
[[knowledge/Research/arxiv-2026-09-07-agent-llm|arXiv Agent/LLM 09-07]] · [[knowledge/Daily/hackernews-2026-09-07|HN 09-07]] · [[knowledge/cards/2026-09-07-memory-portability|知识卡片 09-07]]
[[knowledge/Research/arxiv-2026-09-08-agent-llm|arXiv Agent/LLM 09-08（09-07 池补全 14+8）]] · [[knowledge/Research/黑盒热榜5项目实证研究-2026-09-08|黑盒热榜 5 项目实证 09-08]] · [[knowledge/cards/2026-09-08-heihe-top5-empirical|知识卡片 09-08]]
[[knowledge/Research/arxiv-2026-09-09-agent-llm|arXiv Agent/LLM 09-09（09-07 池补全 11+8）]] · [[knowledge/Daily/hackernews-2026-09-09|HN 09-09]] · [[knowledge/cards/2026-09-09-eval-reactivity|知识卡片 09-09]]
[[knowledge/Daily/hackernews-2026-09-10|HN 09-10]] · [[knowledge/cards/2026-09-10-desert-ant-on-device|知识卡片 09-10]]
[[knowledge/Research/arxiv-2026-09-11-agent-llm|arXiv Agent/LLM 09-11]] — 441 篇新窗口速览（20 主 + 12 简评）
[[knowledge/Daily/hackernews-2026-09-14|HN 09-14]] — 今日精选（Fable 破解 370 年密码 / 滑板车逆向 Rust 重写）
[[knowledge/Research/arxiv-2026-09-14-agent-llm|arXiv Agent/LLM 09-14]] — 今日 arXiv 速览
[[knowledge/Research/ai-weekly-literature-2026-09-14|AI 文献周报 W37（09-07~09-13）]] — 周报补链
[[knowledge/Daily/hackernews-2026-09-15|HN 09-15]] · [[knowledge/cards/2026-09-15-rubygems-ai-attack|知识卡片 09-15]]
[[knowledge/Daily/hackernews-2026-09-17|HN 09-17]] · [[knowledge/cards/2026-09-17-ai-query-plan-optimization|知识卡片 09-17]]
[[knowledge/Daily/hackernews-2026-09-18|HN 09-18]] · [[knowledge/cards/2026-09-18-overclaimbench|知识卡片 09-18]]
[[knowledge/Daily/hackernews-2026-09-19|HN 09-19]]
[[knowledge/Daily/hackernews-2026-09-20|HN 09-20]] — 今日精选 · [[knowledge/cards/2026-09-19-zcode-silent-upload|知识卡片 09-19]]
[[knowledge/Daily/hackernews-2026-09-21|HN 09-21]] — 今日精选
[[knowledge/Dev/Devin-Cognition-评估-2026-09-20|Devin/Cognition 评估 09-20]] · [[knowledge/cards/2026-09-21-devin-cognition-eval|知识卡片 09-21]]
[[knowledge/Research/arxiv-2026-09-26-agent-llm|arXiv Agent/LLM 09-26 补全]] · [[knowledge/cards/2026-09-26-dow-billable-state|知识卡片 09-26]]
[[knowledge/Daily/hackernews-2026-09-29|HN 09-29]] · [[knowledge/cards/2026-09-29-jeff-local-decision-models|知识卡片 09-29]]
[[knowledge/Daily/hackernews-2026-10-02|HN 10-02]] · [[knowledge/cards/2026-10-02-skill-supply-chain|知识卡片 10-02]]
[[knowledge/Research/arxiv-2026-10-04-agent-llm|arXiv Agent/LLM 10-04 补全]] · [[knowledge/cards/2026-10-04-approval-laundering|知识卡片 10-04]]
[[knowledge/Research/arxiv-2026-10-10-agent-llm|arXiv Agent/LLM 10-10（10-05~10-09 全新窗口）]] · [[knowledge/Daily/hackernews-2026-10-10|HN 10-10]] · [[knowledge/cards/2026-10-10-coinstalled-skill-conflict|知识卡片 10-10]]
[[knowledge/Research/arxiv-2026-10-10-core-contributions|arXiv 核心贡献 10-11（IEC 工具调用保真）]] · [[knowledge/cards/2026-10-11-iec-tool-call-fidelity|知识卡片 10-11]]
[[knowledge/Daily/hackernews-2026-10-14|HN 10-14]] · [[knowledge/cards/2026-10-14-apex-harm-delivered-not-safe|知识卡片 10-14]]
[[knowledge/Research/arxiv-2026-10-14-agent-llm|arXiv Agent/LLM 10-14 深挖（候选第 1 位 2610.13227）]] · [[knowledge/cards/2026-10-16-cross-session-skill-artifacts|知识卡片 10-16（跨会话技能产物 + 本机 provenance 0/65 实测）]]

文章研读¶

[[ai-literature-search-pitfalls-study]]
[[ai-research-collab-five-part-decoupling]]
[[github-ai-selfstudy-system]]

论文追踪¶

[[arxiv-agent-llm-2026-08-08]]
[[arXiv-agent-llm精选速览-2026-08-08]]
[[arxiv-week32-2026-08-02-study]]
[[arxiv-weekly-2026-07-29]] · [[arxiv-weekly-2026-07-31]] · [[arxiv-weekly-2026-08-02]] · [[arxiv-weekly-2026-08-03]] · [[arxiv-weekly-2026-08-04]] · [[arxiv-weekly-2026-08-05]]（W32 从 research/ 迁入）
[[arxiv-2026-07-29-core-contributions]] · [[arxiv-digest]] · [[minevalicoder-2607.22471]] · [[skill-self-play-2607.22529]]

视觉¶

[[DeepSeek-Vision插件研究-2026-08-08]]
[[DeepSeek视觉实证-2026-08-08]]
[[zcode-luna深入-2026-08-08]]

方法论¶

[[methodology-handbook-study]]
[[移动端开发方向指南-2026-08-08]]
[[逆练PlanExecute-2026-08-08]]

安全¶

[[claude-max-sepa-incident-2026-07-26]]
[[security-risk-assessment-2026-08-02]]

项目研读¶

[[hallotickets-project-study]]
[[xiaoyuanbianlihe-project-study]]

摘要¶

[[AI周报-2026-08-07]]

图像生成¶

[[krea2-comfyui-deploy-notes]]

评测¶

[[Qwen-Image-3.0-Pro实测研究-2026-08-08]]
[[闲鱼方案第三方验证报告-WorkBuddy-2026-09-04]]
[[knowledge/Research/eval-v2-2026-08-31/EVAL_PLAN]]
[[knowledge/Research/eval-v2-2026-08-31/README]]

模型 API¶

[[zcode缓存命中率研究-2026-08-08]]

千轮研究¶

[[知识库待办落实研究-2026-08-08]]
[[knowledge/Research/2026-09-11-self-study/INDEX|十领域自我强化研究 2026-09-11]] — PCB 自动化/变现运营/墨题 AI/内容工业化/边缘 AI/CAD/Web/AI 安全/自举系统（10 报告 + 落地看板）

周报¶

[[组会报告-2026-08-02]]
[[graphify-weekly-2026-08-09]]

追踪器¶

[[charm-graph-transfer]]
[[kutie-context-injection]]
[[long-term-model-systems]]

🎓 学术域（原 Academic）¶

📚 学术知识域 — 论文全生命周期¶

🏠 [[HOME]] | 🗺️ [[INDEX]] | 📚 回到全局关联网

🎯 本域核心笔记¶

笔记	简介
[[knowledge/Research/Academic]]	全领域索引
	💵 闲鱼定价策略
	🧪 方法论审计

🆕 本周新增（07-27 ~ 08-02）¶

笔记	简介
[[knowledge/Research/降AI工具对比速查表]]	零感/笔灵/森克兰特价格对比
[[knowledge/Research/接单工作流-SOP]]	接单全流程标准化
paper-pipeline-data-contract	精简版 JSON 契约
[[knowledge/Research/闲鱼上架素材包-预生成]]	商品文案/红线，复制即上架
[[knowledge/Research/闲鱼解封素材]]	解封申诉素材
[[knowledge/Research/cnki-browser-plugin]]	攻玉学术浏览器插件
[[knowledge/Research/researchpilot-skills]]	AI 科研 7 阶段 Skill 套件
[[knowledge/Research/eu-ai-act-2026-08-assessment]]	8/2 生效合规评估（跨域）

🔗 跨域关联¶

🤖 [[knowledge/Dev/AI-Agent]] — AI 辅助论文写作
🎨 [[knowledge/Hardware/PPT-Design]] — 论文答辩 PPT
🏠 [[knowledge/Productivity/obsidian-tips]] — Obsidian 知识管理
🔧 [[skills/hardware/PCB-Design-Automation-2026]] — 硬件设计自动化

📖 工作流¶

pipelines/paper-pipeline(待建) — 从选题到投稿
pipelines/pipeline-overview(待建) — 论文/PPT/技能编排

MOC 节点 — 见图谱中的 📚 Academic 锚点

其他¶

[[Academic]]
[[agent-os-harness-trend-2026-08-22]]
[[agent-self-evolution-research-2026-08-12]]
[[ai-research-collaboration]]
[[ai-weekly-literature-2026-08-14]]
[[arxiv-2026-07-30-core-contributions]]
[[arxiv-2026-07-31-core-contributions]]
[[arxiv-2026-08-02-core-contributions]]
[[arxiv-2026-08-03-core-contributions]]
[[arxiv-2026-08-05-core-contributions]]
[[arxiv-2026-08-14-agent-llm]]
[[arxiv-2026-08-17-agent-llm]]
[[arxiv-2026-08-18-agent-llm]]
[[arxiv-2026-08-18-core-contributions]]
[[arxiv-2026-08-19-agent-llm]]
[[arxiv-2026-08-20-agent-llm]]
[[arxiv-2026-08-21-agent-llm]]
[[arxiv-2026-08-21-core-contributions]]
[[cnki-browser-plugin]]
[[GitHub-Weekly-2026-08-14]]
[[hackernews-deep-dive-2026-08-18]]
[[MOC-GitHub]]
[[nihaixia-skill]]
[[researchpilot-skills]]
[[skill-audit-2026-08-12]]
[[skill-authoring-best-practices-2026-08-12]]
[[接单工作流-SOP]]
[[独立开发陷阱与开源协作]]
[[竞品研究-安卓刷题机fork-2026-08-09]]
[[网安资料库-入口]]
[[网安资料库-综合研究-2026-08-22]]
[[闲鱼上架素材包-预生成]]
[[闲鱼解封素材]]
[[降AI工具对比速查表]]
[[AgentHarness大战-Codex开放vs-dsh插件化-千轮深研-2026-08-23]]
[[GitHub-Trending-W35-千轮深研-2026-08-23]]
[[GitHub-Weekly-2026-08-23]]
[[GitHub-Weekly-2026-08-30]]
[[三大洞察深挖验证-MCP粒度-零依赖-记忆整合-2026-08-23]]
[[千轮研究升级-IterResearch范式-2026-08-23]]
[[四条洞察深挖验证-实锤版-2026-08-23]]
[[多Agent协作增强-千轮研究-2026-08-30]]
[[联合工作升级-v1.3-Antigravity程序化接入-2026-08-30]]
[[自选课题千轮研究x20-应用性评估-2026-08-23]]
[[ai-weekly-literature-2026-08-31]]
[[arxiv-2026-08-31-agent-llm]]
[[Agent记忆系统千轮研究-2026-08-31]]
[[cron产出学习研究-2026-08-31]]
[[多AgentEval-第三批A类调研-2026-08-31]]
[[多AgentEval全量基线-最终-2026-08-31]]
[[多AgentEval冒烟测试-2026-08-31]]
[[多AgentEval基线-汇总-2026-08-31]]
[[多AgentEval基线-第一批-2026-08-31]]
[[多Agent协作建议书v3.0-学习落实-2026-08-31]]
[[多Agent评测基线-20查询-2026-08-31]]
[[联合工作千轮研究升级-2026-08-31]]
[[GPT强化方案-Codex实现-检验记录-2026-08-31]]
[[arxiv-2026-09-01-agent-llm]]
[[skill-audit-2026-09-01]]
[[skill-audit-2026-09-08]]
[[arxiv-2026-09-02-agent-llm]]
[[多Agent协作增强v2.7-千轮研究-2026-09-02]]
[[arxiv-2026-09-03-agent-llm]]
[[AI逆向-skill-mcp-阿里v2滑块-2026-09-03]]
[[arxiv-2026-09-04-agent-llm]]
[[arxiv-2026-09-05-agent-llm]]
[[arxiv-2026-09-06-core-contributions]] — 精选 3 篇（Harness Engineering / Delegation Without Trust / Persistent Agents）
[[arxiv-2026-09-06-agent-llm]] — 速览 15 主 + 9 简评（补全性质）
[[arxiv-2026-09-07-agent-llm]]
[[GitHub-Weekly-2026-09-06]]
[[graphify-weekly-2026-09-06]]
[[GitHub-Weekly-2026-09-08]]
[[arxiv-2026-09-10-agent-llm]]
[[arxiv-2026-09-11-core-contributions]] — 精选 3 篇（T1 Terminal Agent RL / BenchShield / MCP Registry 普查）
[[arxiv-2026-09-11-agent-llm]] — 速览 20 主 + 12 简评（09-11 新窗口）
[[GitHub-Weekly-2026-09-13]]
[[GitHub-Weekly-2026-09-13-weekly-5projects]]
[[arxiv-2026-09-15-agent-llm]]
[[arxiv-2026-09-17-agent-llm]]
[[arxiv-learning-report-2026-09-17]]
[[core-pmpa-agent-tool-boundary-2026-09-17]] — P0 深读：PMPA 记忆投毒 + Agent-Tool 8 异常（落地 skill 已更新） — 四算子学习研究（PMPA 记忆投毒 / 工具边界 / 编码 agent 实证）
[[skill-audit-2026-09-15]]
[[cron-output-learning-20260915]]
[[innovation-competition-industry-track-20260915]]
[[arxiv-2026-09-18-agent-llm]]
[[agent4science-ai-scientist-social-network-20260918]]
[[arxiv-2026-09-19-agent-llm]]
[[arxiv-2026-09-19-core-contributions]] — 精选 3 篇（EconSkills 技能库 / LLM Benchmarks 评测元研究 / 激活探针安全）
[[genoffice-ai-office-suite-20260918]]
[[wemux-ai-agent-platform-20260918]]
[[GitHub-Weekly-2026-09-20]]
[[GitHub-Weekly-2026-09-20-weekly-5projects]]
[[arxiv-2026-09-20-agent-llm]]
[[arxiv-2026-09-21-agent-llm]]
[[arxiv-2026-09-24-agent-llm]]
[[arxiv-2026-09-25-agent-llm]]
[[arxiv-2026-09-26-agent-llm]] — 09-26 arXiv AI Agent/LLM 速览（09-25 窗口第三轮补全，16 主 + 14 简评）
[[arxiv-2026-09-29-agent-llm]] — 09-29 arXiv AI Agent/LLM 速览（双日窗口 09-28~09-29，18 主 + 16 简评）
[[arxiv-2026-10-02-agent-llm]] — 10-02 arXiv AI Agent/LLM 速览（三日窗口 09-30~10-02，34 主 + 4 简评）
[[arxiv-2026-10-04-agent-llm]] — 10-04 arXiv AI Agent/LLM 速览（09-30~10-02 窗口第二轮补全，33 主 + 12 简评）
[[arxiv-2026-10-10-agent-llm]] — 10-10 arXiv AI Agent/LLM 速览（10-05~10-09 全新窗口，34 主 + 48 简评）
[[arxiv-2026-10-14-agent-llm]] — 10-14 arXiv AI Agent/LLM 速览（10-12 全新窗口，25 主 + 55 简评）
[[arxiv-2026-10-16-agent-llm]] — 10-16 arXiv AI Agent/LLM 速览（10-14~10-16 三窗口，30 主 + 36 简评）
[[arxiv-2026-10-10-core-contributions]] — 精选 3 篇（共装技能冲突 One Skill Too Many / 工具调用意图-执行对应 IEC / 记忆准入 vs 表达）

🧭 入口治理¶

[[../MOC-Inbox|待接入/孤立笔记审阅入口]]

自动挂载¶

cron 产出自动登记（防入链孤立）

[[graphify-weekly-2026-09-20]]
[[arxiv-2026-09-29-agent-llm]] — 09-29 arXiv AI Agent/LLM 速览