Auto-claude-code-research-in-sleep

# Auto-claude-code-research-in-sleep (ARIS ⚔️🌙)

<p align="center">
  <a href="https://huggingface.co/papers/2605.03042">
    <img src="docs/hf_daily_paper_1.svg" alt="Hugging Face Daily Paper · #1 Paper of the Day" width="360">
  </a>
</p>

[![Technical Report](https://img.shields.io/badge/Technical%20Report-arXiv%3A2605.03042-b31b1b?style=flat&logo=arxiv)](https://huggingface.co/papers/2605.03042) · [![ARIS Intro (HTML)](https://img.shields.io/badge/ARIS%20Intro-HTML%20%C2%B7%20by%20%2Frender--html-1a4a8c?style=flat&logo=html5&logoColor=white)](https://wanshuiyin.github.io/Auto-claude-code-research-in-sleep/ARIS_INTRO.html) · [![ARIS Intro Slides — VALSE 2026](https://img.shields.io/badge/Slides%20%40%20VALSE%202026-PDF%20%C2%B7%20by%20%2Fpaper--talk-EC1C24?style=flat&logo=adobeacrobatreader&logoColor=white)](docs/aris_intro_slides.pdf) · [![AI Agents](https://img.shields.io/badge/AI%20Agents-AGENT__GUIDE.md-4B2E83?style=flat&logo=readthedocs&logoColor=white)](AGENT_GUIDE.md) · [![Featured on PaperWeekly](https://img.shields.io/badge/Featured%20on-PaperWeekly-red?style=flat)](https://mp.weixin.qq.com/s/tDniVryVGjDkkkWl-5sTkQ) · [![Featured in 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) · [![AI Digital Crew - Project of the Day](https://img.shields.io/badge/AI%20Digital%20Crew-Project%20of%20the%20Day%20(2026.03.14)-orange?style=flat)](https://aidigitalcrew.com) · [![GitHub 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) · [💬 Join Community](#community) · [![Cite](https://img.shields.io/badge/📖_Cite_Us-BibTeX-green?style=flat)](#citation)

💡 *Use ARIS as a skill-based workflow in [Claude Code](https://docs.anthropic.com/en/docs/claude-code) / [Codex CLI](skills/skills-codex/) / [Cursor](docs/CURSOR_ADAPTATION.md) / [Trae](docs/TRAE_ARIS_RUNBOOK_EN.md) / [Antigravity](docs/ANTIGRAVITY_ADAPTATION.md) / [GitHub Copilot CLI](docs/COPILOT_CLI_ADAPTATION.md) / [OpenClaw](docs/OPENCLAW_ADAPTATION.md), or get the full experience with the standalone CLI — enjoy any way you like!*

🌱 *ARIS is a methodology, not a platform. What matters is the research workflow — take it wherever you go.*

🔥 *ARIS natively fits any agent's **ultracode-style deep mode** — the breadth/firepower pass adapts to the runtime (Claude Code ultracode + workflows on Opus 4.8, Codex `spawn_agent`, or plain sequential), feeding three roles: **breadth · cross-model review → accuracy · research wiki → memory**.*
*However a loop is driven, it reports to the same cross-model jury + research wiki — **it can drive, never acquit**.*

🤖 **AI agents:** Read [`AGENT_GUIDE.md`](AGENT_GUIDE.md) instead — structured for LLM consumption, not human browsing.

🚀 **Beyond 科研 → 任何 "研究"**：[**ARIS-Anything**](https://github.com/wanshuiyin/ARIS-Anything) 把 ARIS 的五步 loop（plan / draft / 对抗审 / 迭代 / 持久化）推广到非学术的结构化研究——投资尽调 / 法律研究 / 市场研究 / 自驱学习 / 调查新闻 / 工程复盘等。

🎯 **准备 2026 AI 秋招？** → [**🌐 ARIS-in-AI-Offer**](https://wanshuiyin.github.io/ARIS-in-AI-Offer/) · [GitHub repo](https://github.com/wanshuiyin/ARIS-in-AI-Offer) · [中文 README](https://github.com/wanshuiyin/ARIS-in-AI-Offer/blob/main/README_CN.md) —— 23 篇双语 ML / LLM / 多模态 / 生成式 / Agent 面试 cheat sheet，每篇 = 公式推导 + 从零 PyTorch + 25 高频面试题（L1 / L2 / L3），全部由 ARIS 的 `/render-html` 自动生成。**希望大家秋招轻松一点 🌱**

<p align="center">
  <a href="https://github.com/wanshuiyin/ARIS-in-AI-Offer">
    <img src="https://raw.githubusercontent.com/wanshuiyin/ARIS-in-AI-Offer/main/assets/preview_strip.jpg" alt="ARIS-in-AI-Offer preview — ① Foundations + ② Interview Q&A + ③ From-Scratch Code, three columns from a representative cheat sheet" width="100%">
  </a>
</p>

> 📖 *Preview from the [Diffusion Foundations cheat sheet](https://wanshuiyin.github.io/ARIS-in-AI-Offer/tutorials/diffusion_foundations_tutorial.html) — every tutorial in [ARIS-in-AI-Offer](https://github.com/wanshuiyin/ARIS-in-AI-Offer) follows the same three-pillar structure (foundations / interview Q&A / runnable code).*
>
> 🌐 *Same workflow, different deliverable — [**ARIS-Homepage v1 live demo**](https://wanshuiyin.github.io/) (CV → fact-checked single-file academic homepage via `/homepage-generator`).*
>
> 📝 *Three long-form blogs, cross-model collaborative writing via `/render-html` — [Continuous DLM — a representation-perspective survey (2026 H1)](https://wanshuiyin.github.io/ARIS-in-AI-Offer/blogs/continuous_dlm_representation_perspective.html) · [Cosmos 3 — understanding + generation in one Transformer (MoT)](https://wanshuiyin.github.io/ARIS-in-AI-Offer/blogs/cosmos3_mot_guide.html) · [Diffusion × representation × manifold learning](https://wanshuiyin.github.io/ARIS-in-AI-Offer/blogs/diffusion_representation_manifold.html).*

🛰 **社区好物 · [Claude Fleet](https://github.com/tianyilt/claude-fleet)**（by [@tianyilt](https://github.com/tianyilt)）—— 一个本地**只读**数据看板，同时盯住你开的一堆 **Claude Code / Codex** 窗口：triage（谁在干活 / 等你点权限 / 跑完了）· 一键 **Focus** 跳到对应终端 · ~50ms 全文搜所有 transcript · skill / memory 用量分析。像 ARIS 这种动辄并行一片 agent 的工作流特别合适。**好用的话点个 ⭐**

🪟 **更轻的自家选择 · [ARIS-Monitor](aris-monitor/)** —— 不想开浏览器？ARIS 自带一个 macOS 置顶**悬浮小窗**(纯 Python stdlib,**无浏览器 · 无 Chrome 扩展**):只盯"**哪个会话在等你授权**" 🔴,点一行直接跳到那个终端。**Claude Fleet = 全功能网页看板;ARIS-Monitor = 同一想法的极简常驻版**,各取所需。

<table align="center" width="100%">
<tr>
<td width="66%" align="center" valign="top">
<a href="https://github.com/tianyilt/claude-fleet"><img src="assets/claude-fleet-preview.png" width="100%" alt="Claude Fleet — full local web dashboard for many concurrent Claude Code / Codex windows (triage, Focus, full-text search, skill/memory analytics)"></a>
</td>
<td width="34%" align="center" valign="top">
<a href="aris-monitor/"><img src="aris-monitor/assets/screenshot.png" width="100%" alt="ARIS-Monitor — minimal always-on-top floating widget showing which Claude Code sessions need approval (calm all-clear vs red ATTENTION)"></a>
</td>
</tr>
<tr>
<td align="center"><b><a href="https://github.com/tianyilt/claude-fleet">Claude Fleet</a></b> · 全功能网页看板</td>
<td align="center"><b><a href="aris-monitor/">ARIS-Monitor</a></b> · 极简悬浮小窗(自带)</td>
</tr>
</table>

<details>
<summary><b>Run ARIS-Monitor in 5 seconds</b></summary>

```bash
# part of this repo — no extra clone, no pip install, no browser:
cd aris-monitor && ./run.sh
# a borderless panel floats top-right; click a row to jump to that terminal
```

</details>

<details>
<summary><b>Run Claude Fleet in 30 seconds</b></summary>

```bash
git clone https://github.com/tianyilt/claude-fleet
cd claude-fleet && bash run.sh
# open http://127.0.0.1:7878 in your browser
```

</details>

🔥 [**ARIS-Code CLI — 独立安装版**](docs/ARIS-Code-README_CN.md) · [English](docs/ARIS-Code-README_EN.md) | [⬇️ Download](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/releases/latest)

<table>
<tr>
<td valign="top" width="60%">

📰 **ARIS-Code v0.4.5 → v0.4.16** (2026-05/06) — a twelve-release polish run: **new providers** (DeepSeek V4 Pro / Xiaomi MiMo / Qwen 3.6 / Doubao / Custom OpenAI-compatible / DashScope), **first-class reasoning + tool-use**, **stream + MCP reliability** (closes [#228](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/228) / [#151](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/151) / [#172](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/172) / [#249](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/249)), **REPL history + Ctrl+R search** ([#274](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/274)), **security hardening** (system-prompt secret redaction; opt-in `sandbox.strictMode`, [#238](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/238); subagent credential-leak guard), **multi-provider pricing**, **skills bundle + drift-CI sync**, and assorted fixes ([#232](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/232) DeepSeek deprecation, PermissionMode silent-allow, hardcoded date, reviewer reset). Per-release detail below. Credits: [@GetIT-Sunday](https://github.com/GetIT-Sunday), [@Anduin9527](https://github.com/Anduin9527), [@GO-player-hhy](https://github.com/GO-player-hhy), [@Jxy-yxJ](https://github.com/Jxy-yxJ), [@screw-44](https://github.com/screw-44), [@StevenUST](https://github.com/StevenUST), [@opposj](https://github.com/opposj), [@ShijunLei-cn](https://github.com/ShijunLei-cn), [@algojogacor](https://github.com/algojogacor).

</td>
<td valign="top" width="40%">

<img src="docs/aris-code-banner.png" width="100%" alt="ARIS-Code CLI terminal — Auto Research in Sleep">

</td>
</tr>
</table>

> <details><summary>Per-release details (v0.4.5 → v0.4.16)</summary>
>
> **v0.4.16** (2026-05-30) — REPL UX + provider hardening, shipped under a zero-regression discipline: 64 characterization ("golden") tests locked the *current* provider-routing / pricing / reviewer / subagent / REPL behavior first, then stayed green through every change. Closes [#274](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/issues/274): command history now persists to `~/.config/aris/history` (0600) and reloads on startup, with an `ARIS_NO_HISTORY` kill-switch and a disk-only secret-skip (credential-looking lines stay in in-session history but never touch disk); bash-style **Ctrl+R** reverse incremental search (CJK display-width-aware single-line render; no existing key binding changed; no new dependency). Security: an OpenAI-family main session (Kimi / GLM / MiniMax / …) spawning a subagent previously **silently billed the user's Anthropic OAuth/Keychain credential** — it now fails loud with a clear, credential-free error; full OpenAI-family subagent routing is a cross-crate change deferred to v0.4.17. Groundwork (no