Auto-claude-code-research-in-sleep
wanshuiyin · wanshuiyin/Auto-claude-code-research-in-sleep
ARIS cung cấp các kỹ năng chỉ dùng Markdown để nghiên cứu ML tự chủ, cho phép các vòng lặp đánh giá đa mô hình và tự động hóa thử nghiệm cho nhiều tác nhân AI khác nhau.
ARIS ⚔️ (Auto-Research-In-Sleep) — Các kỹ năng nhẹ nhàng chỉ dùng Markdown cho nghiên cứu ML tự động: vòng lặp đánh giá chéo mô hình, khám phá ý tưởng và tự động hóa thử nghiệm. Không framework, không khóa chặt — hoạt động với Claude Code, Codex, OpenClaw hoặc bất kỳ tác nhân LLM nào.
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- Thiết lập một tác nhân AI để liên tục đánh giá và tinh chỉnh các ý tưởng nghiên cứu ML qua đêm.
- Tự động hóa thiết kế và thực hiện thử nghiệm với một tác nhân đề xuất, chạy và phân tích kết quả.
- Tạo một quy trình làm việc nơi các mô hình AI khác nhau cộng tác trong một tác vụ nghiên cứu, với một mô hình đóng vai trò người đánh giá.
Kiểm tra an toàn
Không thấy dấu hiệu rủi ro trong các file đã quét.
Quét tự động các file trong repo. Luôn xem lại code trước khi chạy.
Trích từ README
Auto-claude-code-research-in-sleep (ARIS ⚔️🌙)
· · · · · · · · 💬 Join Community ·
🌱 ARIS is a methodology, not a platform. What matters is the research workflow — take it wherever you go.
💡 *Use ARIS as a skill-based workflow in Claude Code / Codex CLI / Cursor / Trae / Antigravity / GitHub Copilot CLI / OpenClaw / DeepSeek Harness — enjoy any way you like!*The executor drives, an independent model (Codex MCP by default) reviews. Alternative model combinations, including ModelScope-hosted models, need no Claude or OpenAI API.
📦 Those are the skills installed directly. Want it in one command? ARIS also ships as a standalone CLI and as plugins: · · ·
❗ codex-cli 0.154.0 removed codex mcp-server — the entry point every ARIS reviewer call used. No impact on ARIS: the codex MCP server is now ARIS's own bridge over codex exec (mcp-servers/codex-exec/), same tools, same results, all 82 skills unchanged, ultra and per-thread resume intact. One re-registration is all it takes — already installed? → Quick Start step 2b · new install → step 2 · what changed.
🧩 The ARIS family — same method, other jobs. One line each; the details live in their own repos.
— EasyAIOffer: 34 bilingual ML / LLM interview cheat sheets on one page — derivations, from-scratch PyTorch, 25 questions each. 希望大家秋招轻松一点 🌱
· — two sides of one disease. HERO: a ~550-token block for CLAUDE.md / AGENTS.md against the four shapes agents over-defend in (Hashing, Edge cases, Rubrics, Overbuild), bounding what the agent proposes, never what it looks for. Anti-Autoresearch: 61 integrity signals into a deterministic, reviewer-ready report — fabrication forensics, not an AI-text detector.
— ARIS goes multimodal: a rough story in, a movie told in still frames out, every scene checked by another model; the same loop draws clean method diagrams (/method-figure).
— a tiny always-on-top macOS widget that lights up 🔴 when a session waits for your approval; cd aris-monitor && ./run.sh. Many windows? Claude Fleet by @tianyilt is the full dashboard.
🔥 ARIS-Code CLI — 独立安装版 · English | ⬇️ Download · — v0.4.28: ARIS_REASONING_EFFORT works on the Anthropic channel, tool calls through {}-placeholder relays fixed, OS proxy honoured. v0.4.27: launching and quitting the REPL leaves no empty session file. v0.4.26: the fable alias and /model now point at Fable 5.1 (default stays Opus 5). v0.4.25: the Codex reviewer works again on codex-cli ≥ 0.154 (built-in codex exec bridge, nothing to register), /since takes you back to your last input, /resume lists sessions by index, Windows multi-line paste fixed (pending confirmation), 83 bundled skills on GPT-6-Astra.
ARIS-Code — screenshot, what's in v0.4.28, per-release details, older versions
📰 ARIS-Code v0.4.28 (2026-09) — latest: ARIS_REASONING_EFFORT works on the Anthropic channel (#446), tool calls through relays that send a {} placeholder no longer fail (#444), and the OS proxy on Windows / macOS is used without exporting HTTPS_PROXY (#401). v0.4.27: launching and quitting the REPL no longer leaves an empty session file, and /resume lists only sessions with messages (#439 follow-up). v0.4.26 made Fable 5.1 the fable alias and the first /model entry (the default executor stays Opus 5). v0.4.25 is the reviewer-bridge release: codex-cli 0.154 removed codex mcp-server, so every Codex review from ARIS-Code died on an updated codex. The reviewer now runs over a built-in codex exec bridge — no mcpServers.codex entry, old entries migrate in memory, thread records interoperate with ARIS's Python bridge. Also: /since replays everything after your last input (folded like the live display, /since full for complete output), /resume lists sessions with indices and shows where you stopped (#439), Windows multi-line paste no longer submits line by line (#430, pending confirmation), the Windows shim message carries the native installer (#428), and the bundle moves to 83 skills on GPT-6-Astra. Recent headliners: v0.4.24 — Claude 5 model refresh (Opus 5 default, Fable 5 tier, availability chain) and v0.4.23 — output folding. Caps a 24-release run (v0.4.5 → v0.4.28); per-release detail below. Credits: @GetIT-Sunday, @Anduin9527, @GO-player-hhy, @Jxy-yxJ, @screw-44, @StevenUST, @opposj, @ShijunLei-cn, [@algojogacor](https://github.com/a