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docs(readme): trim top-2 News entries + move "What is ARIS" near bottom
Two structural tweaks per user feedback: 1. Trim the 2026-05-24 (v1.1) and 2026-05-23 (v1 ship) News entries down to 2-3 lines each. Removed mid-line implementation detail (per-repo JSON shape, the full v9→v17 design-iteration commit list) — that detail lives in SKILL.md and the commits themselves. 2. Move the "🌟 What is ARIS — A Quick Pitch" section from position right-after-📢-News (early in the README) to right-before-📖-Citing (near the bottom). Rationale: AI-Offer's first-fold should foreground the cheat-sheets + ARIS-Homepage value, not the parent-ARIS pitch. The parent pitch is more naturally positioned as a "before you cite us, here's the context" block. New section order: 📢 What's New → 📚 Tutorial Index → 🤖 How These Are Generated → 🌐 ARIS-Homepage → 🤝 Contributing → 💬 Community → 🌟 What is ARIS ← moved here → 📖 Citing ARIS → License Bilingual parity maintained.
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## 📢 What's New
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- **2026-05-24**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🐙 **ARIS-Homepage v1.1: `--from-repos`**comma-separated `owner/repo` list snapshotted via `gh` CLI (GraphQL metadata + REST README, ≤20KB excerpt). Writes per-repo `{stars, forks, topics, primary_language, 8 latest releases, latest commit, README excerpt}` to `.aris-homepage/github_repos.json`; calling LLM agent merges timelines into homepage News + `featured_projects[].github`. Private repos skipped by default; `--include-private` opt-in. Closes [#2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/issues/2) by [@Yafei-Liu99](https://github.com/Yafei-Liu99) ([cdcf9a2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/cdcf9a2)).
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- **2026-05-23**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🌐 **ARIS-Homepage v1 shipped**turn a CV into a fact-checked academic homepage. DBLP / arXiv audit blocks ship on wrong venue / year / author / fabricated awards. Single-file HTML output; Codex MCP optional adversarial review; Gemini optional visual critique. Live demo: [wanshuiyin.github.io](https://wanshuiyin.github.io/). Skill contract: [`skills/homepage-generator/SKILL.md`](skills/homepage-generator/SKILL.md). Full v9→v17 design iteration via cross-model review ([b818c1d](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/b818c1d) · [1e039f8](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/1e039f8) · [a270f77](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/a270f77)).
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- **2026-05-24**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🐙 **ARIS-Homepage v1.1: `--from-repos`**snapshot user-selected `owner/repo` list via `gh` CLI; LLM agent merges repo timelines into homepage News + `featured_projects[].github`. Private repos skipped by default. Closes [#2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/issues/2) by [@Yafei-Liu99](https://github.com/Yafei-Liu99) ([cdcf9a2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/cdcf9a2)).
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- **2026-05-23**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🌐 **ARIS-Homepage v1 shipped** — CV fact-checked academic homepage (DBLP / arXiv audit blocks wrong venue / year / author). Single-file HTML; Codex / Gemini reviews optional. Live demo: [wanshuiyin.github.io](https://wanshuiyin.github.io/). Skill: [`skills/homepage-generator/SKILL.md`](skills/homepage-generator/SKILL.md) ([b818c1d](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/b818c1d)).
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- **2026-05-22**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🦾 **Featured community contribution: 具身智能高频面试题库** by [@WinstonJQ](https://github.com/WinstonJQ) — 413 questions across 8 卷 (VLA / 模仿学习 / RL / 世界模型 / 工程落地 / 腿足控制 / 3D 感知 / 系统设计). Hosted externally; linked from the new "🦾 Embodied AI" category in the Tutorial Index ([b1ebb6f](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/b1ebb6f)).
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- **2026-05**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 📚 **4 new bilingual cheat sheets**: KL Divergence in RLHF (k1/k2/k3 · placement gradient bias), LLM On-Policy Distillation (MiniLLM / GKD / Qwen3 / Tinker), Diffusion Post-Training (DDPO / DPOK / DRaFT / AlignProp / Diffusion-DPO / Flow-GRPO), Diffusion / Flow Distillation (CM / iCT / sCM / CTM / LCM / DMD/DMD2 / ADD/LADD). Total now: **23 first-party cheat sheets**.
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- **2026-05**![DOCS](https://img.shields.io/badge/DOCS-blue?style=flat-square) 📖 **README restructure** — preview-strip banner, ARIS credentials at top (badges + 10K-star foundation paragraph), shared WeChat community QR with the [main ARIS repo](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep).
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## 🌟 What is ARIS — A Quick Pitch
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[**ARIS — Auto Research in Sleep**](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) is one of the most-watched AI research agent skill platforms of 2025-2026. The `/interview-cheatsheet` + `/render-html` skills that produced this repo are 2 out of ARIS's 74+ skills.
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[![Stars](https://img.shields.io/github/stars/wanshuiyin/Auto-claude-code-research-in-sleep?style=flat&logo=github&logoColor=white&color=gold&label=Stars)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/stargazers) · [![arXiv](https://img.shields.io/badge/arXiv-2605.03042-b31b1b?style=flat&logo=arxiv)](https://huggingface.co/papers/2605.03042) · [![HF Daily #1](https://img.shields.io/badge/HF%20Daily%20Papers-%231-yellow?style=flat)](https://huggingface.co/papers/2605.03042) · [![PaperWeekly](https://img.shields.io/badge/Featured%20on-PaperWeekly-red?style=flat)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) · [![awesome-agent-skills](https://img.shields.io/badge/Featured%20in-awesome--agent--skills-blue?style=flat&logo=github)](https://github.com/VoltAgent/awesome-agent-skills) · [![Project of the Day](https://img.shields.io/badge/AI%20Digital%20Crew-Project%20of%20the%20Day-orange?style=flat)](https://aidigitalcrew.com)
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-**~10k GitHub stars** — top-trending AI agent repo
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- 🥇 **HuggingFace Daily Papers #1** — top of the day, paper [arXiv:2605.03042](https://huggingface.co/papers/2605.03042)
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- 🏆 **AI Digital Crew · Project of the Day** (2026.03.14)
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- 📰 **Featured on PaperWeekly** + **VoltAgent/awesome-agent-skills**
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- 🛠️ **74+ research skills** — full lifecycle from idea exploration → experiments → papers → rebuttals → talk slides
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- 🌐 **7+ platforms supported** — Claude Code · Codex CLI · Cursor · Trae · Antigravity · GitHub Copilot CLI · OpenClaw
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- 🔧 **ARIS-Code standalone CLI** — multi-provider runtime, no Claude Code dependency required
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Core methodology: **cross-model adversarial review** — executor and reviewer must come from different model families (Claude × GPT-5.5 xhigh × Gemini), so no LLM ever judges its own output. This protocol carries directly into interview cheat sheet generation: every formula, code block, and citation in every tutorial passes an independent audit (see each `.review.json` audit trail).
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👉 **ARIS main repo**: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep
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## 📚 Tutorial Index
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> 🌐 **Bilingual editions**: every cheat sheet ships with both a Chinese (default) and an English HTML — filenames are `*_tutorial.html` (CN) and `*_tutorial_en.html` (EN). HTML columns below link to both.
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## 🌟 What is ARIS — A Quick Pitch
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[**ARIS — Auto Research in Sleep**](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) is one of the most-watched AI research agent skill platforms of 2025-2026. The `/interview-cheatsheet` + `/render-html` skills that produced this repo are 2 out of ARIS's 74+ skills.
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[![Stars](https://img.shields.io/github/stars/wanshuiyin/Auto-claude-code-research-in-sleep?style=flat&logo=github&logoColor=white&color=gold&label=Stars)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/stargazers) · [![arXiv](https://img.shields.io/badge/arXiv-2605.03042-b31b1b?style=flat&logo=arxiv)](https://huggingface.co/papers/2605.03042) · [![HF Daily #1](https://img.shields.io/badge/HF%20Daily%20Papers-%231-yellow?style=flat)](https://huggingface.co/papers/2605.03042) · [![PaperWeekly](https://img.shields.io/badge/Featured%20on-PaperWeekly-red?style=flat)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) · [![awesome-agent-skills](https://img.shields.io/badge/Featured%20in-awesome--agent--skills-blue?style=flat&logo=github)](https://github.com/VoltAgent/awesome-agent-skills) · [![Project of the Day](https://img.shields.io/badge/AI%20Digital%20Crew-Project%20of%20the%20Day-orange?style=flat)](https://aidigitalcrew.com)
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-**~10k GitHub stars** — top-trending AI agent repo
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- 🥇 **HuggingFace Daily Papers #1** — top of the day, paper [arXiv:2605.03042](https://huggingface.co/papers/2605.03042)
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- 🏆 **AI Digital Crew · Project of the Day** (2026.03.14)
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- 📰 **Featured on PaperWeekly** + **VoltAgent/awesome-agent-skills**
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- 🛠️ **74+ research skills** — full lifecycle from idea exploration → experiments → papers → rebuttals → talk slides
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- 🌐 **7+ platforms supported** — Claude Code · Codex CLI · Cursor · Trae · Antigravity · GitHub Copilot CLI · OpenClaw
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- 🔧 **ARIS-Code standalone CLI** — multi-provider runtime, no Claude Code dependency required
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Core methodology: **cross-model adversarial review** — executor and reviewer must come from different model families (Claude × GPT-5.5 xhigh × Gemini), so no LLM ever judges its own output. This protocol carries directly into interview cheat sheet generation: every formula, code block, and citation in every tutorial passes an independent audit (see each `.review.json` audit trail).
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👉 **ARIS main repo**: https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep
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## 📖 Citing ARIS
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If this collection — or any cheat sheet here — helped you in your interview prep / research / paper, please consider citing the underlying ARIS methodology paper:

README_CN.md

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## 📢 最新动态
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- **2026-05-24**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🐙 **ARIS-Homepage v1.1:`--from-repos`**逗号分隔 `owner/repo` 列表通过 `gh` CLI 抓快照(GraphQL metadata + REST README 截 20KB)。每 repo 的 `{stars, forks, topics, primary_language, 最近 8 个 releases, latest commit, README 摘要}` 写到 `.aris-homepage/github_repos.json`,调用方 LLM agent 把时间线 merge 进主页 News + `featured_projects[].github`。默认拒绝 private repo,要 `--include-private` 才放。Closes [#2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/issues/2) by [@Yafei-Liu99](https://github.com/Yafei-Liu99)[cdcf9a2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/cdcf9a2))。
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- **2026-05-23**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🌐 **ARIS-Homepage v1 上线**CV 变成 fact-checked 学术主页DBLP / arXiv 真审 venue/年份/作者/奖项,硬阻断 ship。单文件 HTML 输出;Codex MCP 可选对抗 review;Gemini 可选视觉 critique。Live demo:[wanshuiyin.github.io](https://wanshuiyin.github.io/)。Skill 契约[`skills/homepage-generator/SKILL.md`](skills/homepage-generator/SKILL.md)。v9→v17 跨模型迭代[b818c1d](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/b818c1d) · [1e039f8](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/1e039f8) · [a270f77](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/a270f77))。
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- **2026-05-24**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🐙 **ARIS-Homepage v1.1:`--from-repos`**用户选定 `owner/repo` 列表通过 `gh` CLI 抓快照,调用方 LLM agent 把 repo 时间线 merge 进主页 News + `featured_projects[].github`。默认拒绝 private repo。Closes [#2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/issues/2) by [@Yafei-Liu99](https://github.com/Yafei-Liu99)[cdcf9a2](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/cdcf9a2))。
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- **2026-05-23**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🌐 **ARIS-Homepage v1 上线** — CV fact-checked 学术主页DBLP / arXiv venue/年份/作者,错的硬阻断 ship。单文件 HTML;Codex / Gemini review 可选。Live demo:[wanshuiyin.github.io](https://wanshuiyin.github.io/)。Skill:[`skills/homepage-generator/SKILL.md`](skills/homepage-generator/SKILL.md)[b818c1d](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/b818c1d))。
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- **2026-05-22**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 🦾 **社区贡献 feature:具身智能高频面试题库** by [@WinstonJQ](https://github.com/WinstonJQ) —— 413 题 8 卷(VLA / 模仿学习 / RL / 世界模型 / 工程落地 / 腿足控制 / 3D 感知 / 系统设计),外部托管,从 Tutorial Index 新增的 "🦾 Embodied AI" 分类里链接过去([b1ebb6f](https://github.com/wanshuiyin/ARIS-in-AI-Offer/commit/b1ebb6f))。
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- **2026-05**![NEW](https://img.shields.io/badge/NEW-red?style=flat-square) 📚 **4 篇新双语 cheat sheet**:KL Divergence in RLHF(k1/k2/k3 · placement gradient bias)、LLM On-Policy Distillation(MiniLLM / GKD / Qwen3 / Tinker)、Diffusion Post-Training(DDPO / DPOK / DRaFT / AlignProp / Diffusion-DPO / Flow-GRPO)、Diffusion / Flow Distillation(CM / iCT / sCM / CTM / LCM / DMD/DMD2 / ADD/LADD)。总数:**23 篇 first-party cheat sheet**
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- **2026-05**![DOCS](https://img.shields.io/badge/DOCS-blue?style=flat-square) 📖 **README 重构** —— 预览图 banner、ARIS 战绩前置(badges + 10K-star credibility paragraph)、与 [ARIS 主仓](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep)共享微信群二维码。
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## 🌟 ARIS 是什么 — 顺便安利一下
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[**ARIS — Auto Research in Sleep**](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) 是 2025-2026 年最受关注的 AI 科研 agent skill 平台之一。这个仓库生成所用的 `/interview-cheatsheet` + `/render-html` 是 ARIS 74+ 个 skill 中的两个。
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[![Stars](https://img.shields.io/github/stars/wanshuiyin/Auto-claude-code-research-in-sleep?style=flat&logo=github&logoColor=white&color=gold&label=Stars)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/stargazers) · [![arXiv](https://img.shields.io/badge/arXiv-2605.03042-b31b1b?style=flat&logo=arxiv)](https://huggingface.co/papers/2605.03042) · [![HF Daily #1](https://img.shields.io/badge/HF%20Daily%20Papers-%231-yellow?style=flat)](https://huggingface.co/papers/2605.03042) · [![PaperWeekly](https://img.shields.io/badge/Featured%20on-PaperWeekly-red?style=flat)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) · [![awesome-agent-skills](https://img.shields.io/badge/Featured%20in-awesome--agent--skills-blue?style=flat&logo=github)](https://github.com/VoltAgent/awesome-agent-skills) · [![Project of the Day](https://img.shields.io/badge/AI%20Digital%20Crew-Project%20of%20the%20Day-orange?style=flat)](https://aidigitalcrew.com)
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-**~10k GitHub stars** — top trending AI agent repo
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- 🥇 **HuggingFace Daily Papers #1** — top of the day, paper [arXiv:2605.03042](https://huggingface.co/papers/2605.03042)
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- 🏆 **AI Digital Crew · Project of the Day** (2026.03.14)
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- 📰 **Featured on PaperWeekly** + **VoltAgent/awesome-agent-skills**
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- 🛠️ **74+ research skills** — 从找 idea → 跑实验 → 写论文 → rebuttal → 做 talk slides 的全流程
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- 🌐 **7+ 平台支持** — Claude Code · Codex CLI · Cursor · Trae · Antigravity · GitHub Copilot CLI · OpenClaw
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- 🔧 **ARIS-Code 独立 CLI** — 不想绑定 Claude Code 也行,自带 multi-provider runtime
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核心方法论:**跨模型对抗审查**——executor 和 reviewer 必须不同模型家族(Claude × GPT-5.5 xhigh × Gemini),不让 LLM 自己审自己。这套协议复用到面试 cheat sheet 生成上,就保证了每篇里的公式 / 代码 / 引用都过了一遍独立审查(详见每篇旁边的 `.review.json` 审计 trail)。
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> 🌐 **双语版**:每一篇 cheat sheet 都同时提供中文(默认)和英文 HTML 版本——文件名 `*_tutorial.html`(中文)和 `*_tutorial_en.html`(英文),下方表格的 HTML 列直接给出对应链接。
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## 🌟 ARIS 是什么 — 顺便安利一下
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[**ARIS — Auto Research in Sleep**](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) 是 2025-2026 年最受关注的 AI 科研 agent skill 平台之一。这个仓库生成所用的 `/interview-cheatsheet` + `/render-html` 是 ARIS 74+ 个 skill 中的两个。
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[![Stars](https://img.shields.io/github/stars/wanshuiyin/Auto-claude-code-research-in-sleep?style=flat&logo=github&logoColor=white&color=gold&label=Stars)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/stargazers) · [![arXiv](https://img.shields.io/badge/arXiv-2605.03042-b31b1b?style=flat&logo=arxiv)](https://huggingface.co/papers/2605.03042) · [![HF Daily #1](https://img.shields.io/badge/HF%20Daily%20Papers-%231-yellow?style=flat)](https://huggingface.co/papers/2605.03042) · [![PaperWeekly](https://img.shields.io/badge/Featured%20on-PaperWeekly-red?style=flat)](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) · [![awesome-agent-skills](https://img.shields.io/badge/Featured%20in-awesome--agent--skills-blue?style=flat&logo=github)](https://github.com/VoltAgent/awesome-agent-skills) · [![Project of the Day](https://img.shields.io/badge/AI%20Digital%20Crew-Project%20of%20the%20Day-orange?style=flat)](https://aidigitalcrew.com)
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-**~10k GitHub stars** — top trending AI agent repo
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- 🥇 **HuggingFace Daily Papers #1** — top of the day, paper [arXiv:2605.03042](https://huggingface.co/papers/2605.03042)
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- 🏆 **AI Digital Crew · Project of the Day** (2026.03.14)
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- 📰 **Featured on PaperWeekly** + **VoltAgent/awesome-agent-skills**
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- 🛠️ **74+ research skills** — 从找 idea → 跑实验 → 写论文 → rebuttal → 做 talk slides 的全流程
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- 🌐 **7+ 平台支持** — Claude Code · Codex CLI · Cursor · Trae · Antigravity · GitHub Copilot CLI · OpenClaw
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- 🔧 **ARIS-Code 独立 CLI** — 不想绑定 Claude Code 也行,自带 multi-provider runtime
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核心方法论:**跨模型对抗审查**——executor 和 reviewer 必须不同模型家族(Claude × GPT-5.5 xhigh × Gemini),不让 LLM 自己审自己。这套协议复用到面试 cheat sheet 生成上,就保证了每篇里的公式 / 代码 / 引用都过了一遍独立审查(详见每篇旁边的 `.review.json` 审计 trail)。
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👉 **ARIS 主仓库**https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep
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## 📖 引用 ARIS
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如果这份合集——或里面任何一篇 cheat sheet——对你的面试准备 / 科研 / 论文有帮助,欢迎引用底层 ARIS 方法论论文:

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