上下文自动评估，把 Codex 的 Base URL 改到 TaoToken 跑通 token 监控
2026/9/22 10:11:51
Research Output Manifest
【免费下载链接】Auto-claude-code-research-in-sleepARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.项目地址: https://gitcode.com/gh_mirrors/au/Auto-claude-code-research-in-sleep
Auto-maintained by ARIS skills. Tracks all generated artifacts across the research lifecycle.
| Timestamp | Skill | File | Stage | Description |
|---|
仓库中已经提供了可直接使用的现成模板文件 [templates/MANIFEST_TEMPLATE.md](https://link.gitcode.com/i/a3477fd6a9b4d1dab4d7e99a3e152fd7)，其内容与协议规定的表头完全一致，并在注释中标注了协议的引用位置： ```markdown # Research Output Manifest > Auto-maintained by ARIS skills. Tracks all generated artifacts across the research lifecycle. > See shared-references/output-manifest.md for the protocol. | Timestamp | Skill | File | Stage | Description | |-----------|-------|------|-------|-------------|你可以直接将该模板复制为项目根目录的MANIFEST.md，或让 Agent 按协议在首次满足阈值时自动创建。
逐行记录格式
创建表头之后，每写一个输出文件就追加一行，每行一个条目，五列分别填写：
| 2025-06-15 14:30 | /idea-creator | idea-stage/IDEA_REPORT_20250615_143022.md | idea-discovery | 12 ideas generated from "LLM reasoning" direction | | 2025-06-15 14:30 | /idea-creator | idea-stage/IDEA_REPORT.md | idea-discovery | latest copy |【免费下载链接】Auto-claude-code-research-in-sleepARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.项目地址: https://gitcode.com/gh_mirrors/au/Auto-claude-code-research-in-sleep
创作声明：本文部分内容由AI辅助生成（AIGC），仅供参考