AGENTS.md@rd-agent/rdagent/scenarios/rl/autorl_bench/agents/claudeA
This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.
AGENTS.md@rd-agent/rdagent/scenarios/rl/autorl_bench/agents/claude from qusong0627/quantmind is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add qusong0627/quantmind/rd-agent/rdagent/scenarios/rl/autorl_bench/agents/claude/AGENTS.md@git:20260605.d7f99dbPins git:20260605.d7f99db in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- qusong0627/quantmind
- Path
rd-agent/rdagent/scenarios/rl/autorl_bench/agents/claude/AGENTS.md- Versions recorded
- 1
- Latest version
- git:20260605.d7f99db, committed Jun 5, 2026
- Size
- 1,250 bytes
- Repository stars
- 1,774
- License
- AGPL-3.0
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# AutoRL-Bench Agent Guidelines ## Summary Maintenance (MANDATORY) You MUST maintain a file called `summary.md` in the workspace root. Update it **after every training attempt and every submission**, not just at the end. ### Format ```markdown # 运行总结 ## Attempt N (YYYY-MM-DD HH:MM) - **状态**: ✅ 成功 / ❌ 失败 - **Score**: X.XX | Improvement: +Y.YY | Best: Z.ZZ - **训练类型**: SFT / GRPO / PPO / DPO / ... - **超参数**: lr=X, epochs=Y, batch_size=Z, ... - **做了什么**: 简述本次尝试的策略和具体操作 - **为什么**: 为什么选择这个方法/这些超参数 - **问题/进步**: 遇到了什么问题，相比上次有什么改进 - **关键代码**: 关键改动的代码片段（如有） - **下一步建议**: 基于本次结果，下一步打算怎么做 ``` ### Rules 1. **Append only** — never overwrite previous attempts 2. Analyze `code/train.py` source to extract training type and hyperparameters 3. If training fails, extract root cause from error output 4. "做了什么" and "为什么" are the most important fields — be thorough 5. Update summary.md IMMEDIATELY after each submission result comes back 6. Include the grading server response (score, improvement, best) verbatim
Read the whole file at its exact version.
How to install
mdr add qusong0627/quantmind/rd-agent/rdagent/scenarios/rl/autorl_bench/agents/claude/AGENTS.md@sha256:8034506b2d7fb0abThe line at the top of this page pins the label git:20260605.d7f99db, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_rvgnjwax25phvb6j)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jun 5, 2026.
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (1250 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
qusong0627/quantmind · 1,774 stars · license AGPL-3.0 · pushed 2026-10-22 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_rvgnjwax25phvb6j GET https://markdownregistry.com/api/v1/resolve?ref=qusong0627/quantmind/rd-agent/rdagent/scenarios/rl/autorl_bench/agents/claude/AGENTS.md GET https://markdownregistry.com/api/v1/blob/8034506b2d7fb0ab4ea10f6fe93af1540d1327a26cdee1f9bdea6d3cd1e69ebf
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.