briefbound-score-loop SKILL.md skillA

briefbound-score-loop from ccdawn/codex-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ccdawn/codex-skills/briefbound-score-loop@git:20260929.25d03f6

Pins 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/competition/briefbound-score-loop/SKILL.md
Versions recorded
3
Latest version
git:20260929.25d03f6, committed Sep 29, 2026
First version recorded
Aug 13, 2026
Size
6,249 bytes
Repository stars
6
License
MIT

Use when repeated work is governed by an explicit metric, active baseline, candidate search, promotion rule, leaderboard feedback, or submission iteration; do not use for a one-off research check that its current owner can execute directly, or for non-competition performance optimization and profiling.

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

# Briefbound Score Loop

## 目标

围绕一个明确指标主动寻找候选,用可比较证据决定是否替换当前最好方案。它负责一条量化优化 lane,不负责整个研究方向或竞赛生命周期。

## Briefbound task contract

- Context Boundary: 主指标、硬约束、当前最好方案、搜索空间、评价协议、预算和允许写入面。
- Output Contract: 下一候选、可比结果、决定、可复用证据和停止/转向信号。
- Allowed Action: 在已确认范围内提出并评估候选;不静默改变指标、数据、基线、预算或提交目标。
- Success Evidence: 精确 baseline/candidate、参数或 diff、命令、数据/seed、主副指标、运行产物和可比性判断。
- Stop Condition: 协议漂移、指标无法解析、候选重复、预算耗尽、连续结果不再提供新信息、写入冲突或安全边界变化。
- Route Out: 继续当前 loop、返回 `briefbound-ai-research-loop`、`briefbound-bug-review`、`briefbound-development-cleanup`(验证后的真实残留)、`briefbound-router` 或 BLOCKED。

## 统一调用契约

- 只处理 Briefbound task contract;复合任务不吞其他 owner;Route Out 仅以 Briefbound task contract 为准。
- 用户可见内容默认中文,先说结论,再给比较依据。默认使用“替换、淘汰、继续观察、暂时无法比较”等通俗说法;必须保留枚举时写成中文结论加括号,例如“替换当前最好方案(`PROMOTE`)”。
- 复杂指标、代理测试或搜索策略会影响判断时,用一句话解释;不展示内部 trial 账本。有自然闸门(需用户裁决、批准或被外部阻塞)时末行 `下一步建议: <一个具体动作>`,否则声明继续已授权工作。

## 实验 owner 独占

只有主要未知量是“怎样持续改善一个明确指标”时进入。AI Research 中一次低成本比较由原 owner 直接执行。

分数下降、candidate reject 和 online neutral/worse 是实验结果,不是 TDD RED。metric/parser/schema/seed/shape/NaN/打包出现确定性错误时,临时路由 `briefbound-bug-review`,修复后回到原 lane。

## Protocol Freeze

比较前冻结以下协议;任何一项变化都先建立新 baseline,不能把前后结果直接相减:

- 主指标、越大/越小更好和最小有效提升;
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ccdawn/codex-skills/briefbound-score-loop@sha256:2bb5eb221a925c1f

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_u4zghny574pcehjk.svg)](https://markdownregistry.com/a/art_u4zghny574pcehjk)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Aug 13, 2026 and Sep 29, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
git:20260929.25d03f6 latest2026-09-29 25d03f6 6,249 BA view · diff
git:20260916.292b0ac2026-09-16 292b0ac 6,121 BA view · diff
git:20260813.dec1d142026-08-13 dec1d14 6,018 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6249 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

GitHub

ccdawn/codex-skills · 6 stars · license MIT · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_u4zghny574pcehjk
GET https://markdownregistry.com/api/v1/resolve?ref=ccdawn/codex-skills/briefbound-score-loop
GET https://markdownregistry.com/api/v1/blob/2bb5eb221a925c1f2c3d0eb362141563f801849938eb2cdfa1caa65392cb9fdf

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.

More from ccdawn/codex-skills

AGENTS.md AGENTS.md file
ccdawn/codex-skills · AGENTS.md
git:20260813.dec1d14 · audit A · 6 stars
CLAUDE.md CLAUDE.md file
ccdawn/codex-skills · CLAUDE.md
git:20260813.dec1d14 · audit A · 6 stars
briefbound-pengyou SKILL.md skill
ccdawn/codex-skills · skills/companion/briefbound-pengyou/SKILL.md · Use when 用户开启闲聊会话——点名「陪我聊聊」「随便聊聊」「聊两句」「朋友模式」,或明确想没目的地东聊西聊。AI 像朋友一样主动找话题、带节奏、说不同意见,而不是顺着用户聊。工作、编码、任务型请求不加载本技能;用户情绪低落想倾诉时转…
git:20261021.9e6ce32 · audit A · 6 stars
briefbound-creative-toolbox SKILL.md skill
ccdawn/codex-skills · skills/creative/briefbound-creative-toolbox/SKILL.md · Use when the user wants non-obvious but useful ideas, concept invention, naming, reframing, variation, selection…
git:20260916.292b0ac · audit A · 6 stars
briefbound-diagram-design SKILL.md skill
ccdawn/codex-skills · skills/creative/briefbound-diagram-design/SKILL.md · Use when creating or redrawing structured diagrams such as architecture, flowcharts, sequences, ER/UML, timelines or…
git:20260916.ed1d50d · audit A · 6 stars
briefbound-adr SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-adr/SKILL.md · Use when the user asks to record a settled architecture or technology decision as an ADR(写 ADR、记录决策、技术选型定案存档), or a…
git:20260929.20085bb · audit A · 6 stars
briefbound-api-contract SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-api-contract/SKILL.md · Use when a change touches an external contract surface - REST/GraphQL endpoints, request/response schemas, DB schema…
git:20260920.280b6d2 · audit A · 6 stars
briefbound-autonomous-collaboration-loop SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-autonomous-collaboration-loop/SKILL.md · Use when the user explicitly enables an automated same-project multi-thread development loop that keeps peer Codex…
git:20260929.25d03f6 · audit A · 6 stars
briefbound-bdd-tdd-development SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-bdd-tdd-development/SKILL.md · Use when an already-defined new behavior or high-risk implementation contract needs a failing test before…
git:20260916.292b0ac · audit A · 6 stars
briefbound-bug-review SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-bug-review/SKILL.md · Use when an observed bug, correctness regression, failing test, build failure, abnormal behavior, or unresolved root…
git:20260916.292b0ac · audit A · 6 stars
briefbound-code-structure-guard SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-code-structure-guard/SKILL.md · Use when active development or explicit refactoring has concrete code-structure risk: a source file is accumulating…
git:20260916.292b0ac · audit A · 6 stars
briefbound-design-system SKILL.md skill
ccdawn/codex-skills · skills/engineering/briefbound-design-system/SKILL.md · Use when a frontend task primarily concerns cross-component design tokens, semantic theming, component APIs, variants…
git:20260929.25d03f6 · audit A · 6 stars

Every file in ccdawn/codex-skills

Browse by kind, by grade A, or by owner.