briefbound-ai-research-loop SKILL.md skillA
briefbound-ai-research-loop from ccdawn/codex-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ccdawn/codex-skills/briefbound-ai-research-loop@git:20260929.25d03f6Pins git:20260929.25d03f6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ccdawn/codex-skills
- Path
skills/research/briefbound-ai-research-loop/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260929.25d03f6, committed Sep 29, 2026
- First version recorded
- Aug 13, 2026
- Size
- 7,980 bytes
- Repository stars
- 6
- License
- MIT
Use when AI/ML research engineering needs baseline reproduction, hypothesis-driven experiments, ablations, evaluation design, findings synthesis, research direction selection, plateau recovery, or a reproducible loop from a paper/repository/research question to evidence-backed results, or coordinating cross-stage research competitions and benchmarks.
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
# AI 研究工程循环 ## 目标 把 AI 研究从“不断尝试代码”变成两个相互连接的轻量循环： ```text 内层：可信 baseline -> 可证伪假设 -> 最小实验 -> 评估 -> 接受/拒绝/保留 外层：汇总多轮证据 -> 提炼规律 -> 更新假设组合 -> 继续/分支/转向/停止 ``` 本 skill 是 AI 研究工程的主 owner。`briefbound-score-loop` 只承接一条可量化实验 lane；跨阶段竞赛/benchmark 按需读 [竞赛阶段参考](references/competition-lifecycle.md)。 ## Briefbound task contract - Context Boundary: 研究问题、代码和数据来源、active baseline、评价协议、允许修改面、计算预算、实验记录和当前证据。 - Output Contract: baseline 复现结论、假设组合、实验 lane、证据综合、研究方向决策或可复现交接。 - Allowed Action: 在已锁定的可编辑面和预算内复现、修改、运行、评估和记录；不静默改变数据划分、metric、baseline 或研究目标。 - Success Evidence: 可复现命令、baseline 指纹、metric 与方差、diff/config、实验 artifact、对照/消融结果以及有来源的研究结论。 - Stop Condition: baseline 不可信、评价协议漂移、数据泄漏、预算或权限不足、结果不可复现、关键假设无法区分，或继续实验已无信息价值。 - Route Out: `briefbound-score-loop`、`briefbound-feature-reuse-research`、`briefbound-bug-review`、`briefbound-research-rigor-review`、`briefbound-development-cleanup`、完成交接或 BLOCKED。 - Support 图解：研究汇报复杂时自动加载 `briefbound-diagram-design` 配图（不夺所有权）；短状态不配图。 ## 统一调用契约 - 只处理 Briefbound task contract 范围；不匹配时回 `briefbound-router` 或更具体 owner，复合任务不吞其他 owner。 …
Read the whole file at its exact version.
How to install
mdr add ccdawn/codex-skills/briefbound-ai-research-loop@sha256:93c6072bdb2d690fThe line at the top of this page pins the label git:20260929.25d03f6, 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_ybzbh77wohfy4kvp)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 13, 2026 and Sep 29, 2026, about one every 12 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260929.25d03f6 latest | 2026-09-29 | 25d03f6 | 7,980 B | A | view · diff |
| git:20260917.27f1ad2 | 2026-09-17 | 27f1ad2 | 7,957 B | A | view · diff |
| git:20260917.0939a38 | 2026-09-17 | 0939a38 | 7,984 B | A | view · diff |
| git:20260916.292b0ac | 2026-09-16 | 292b0ac | 7,824 B | A | view · diff |
| git:20260813.dec1d14 | 2026-08-13 | dec1d14 | 7,610 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7980 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
ccdawn/codex-skills · 6 stars · license MIT · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ybzbh77wohfy4kvp GET https://markdownregistry.com/api/v1/resolve?ref=ccdawn/codex-skills/briefbound-ai-research-loop GET https://markdownregistry.com/api/v1/blob/93c6072bdb2d690f525ba28ef349152e20f2ee5743a70777d2d6c5e82bfac8b7
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.