agent-orchestration SKILL.md skillA
agent-orchestration from black-yt/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add black-yt/skills/agent-orchestration@git:20261016.9ee6dddPins git:20261016.9ee6ddd in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- black-yt/skills
- Path
agent-orchestration/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261016.9ee6ddd, committed Oct 16, 2026
- First version recorded
- Oct 16, 2026
- Size
- 7,039 bytes
- Repository stars
- 16
- License
- none declared
当任务包含大量相似工作、长时间管线或需要并行陪跑与异常修复时，组织主 Codex、原生子 agent 或 Claude Code/Atria 中层监督者，以及确定性底层执行者；控制权限、资源、证据和接管边界。.
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
# Agent 调度与持续陪跑 ## 适用目标 - 用于把大批任务分成可独立验收的管线，由少量持续会话监督多轮执行，提高吞吐并节约主 agent 的上下文与 token。 - 中层可选运行时允许的原生子 agent，或以 Atria-Dawn 为后端的 Claude Code。用户说明当前 Atria 可免费使用；调用前仍应核对服务条件，并计入延迟、CPU/内存和并发成本。 - 不为一次性小任务强行建立三层结构；先判断确定性代码、单个 agent 或现有任务调度器能否直接完成。 ## 三层职责 | 层次 | 负责什么 | 选用模型 | 必须保留的边界 | | --- | --- | --- | --- | | 顶层：用户与主 agent | 明确目标、拆分与分配 owner、定义验收、核实关键证据、处理跨管线决策、向用户汇报；异常超出中层能力时接管。 | 选稳定且能力强的模型承担复杂判断和关键决策；通过有界汇报与按需介入节约主模型 token。 | 不把中层报告直接当作完成证明，也不长期只转发状态。 | | 中层：原生子 agent 或外部 Claude Code | 以长期会话陪跑一组管线；科研任务可用 goal、loop 等持续目标与监督循环模式长期在线维护，监控状态变化、定位并处理额外异常、准备精准修复、运行聚焦检查并交接。可并发，但每条共享资源只设一个写入 owner。 | 选有一定自主排障能力的免费或低成本模型，兼顾长期运行费用、响应延迟和工具能力。 | 有任务级自由度，但不得自行扩大写入范围、修改 live 状态或批准自己的候选补丁。 | | 底层：管线与执行 agent | 长期按固定流程执行、产生实体与验证结果；可由确定性代码或自由度较低的 agent 实现。 | 根据具体步骤的难度与确定性选择性价比；能由代码可靠完成的步骤无需模型，需 agent 时选足以完成任务的模型。 | 中层接入不隐式改变原有模型、provider、session、预算或门禁。 | 例如处理 100 个独立事项，可分为 10 组，每组由一个长期中层会话维护 10 条管线，完成一批后再接下一批。**10 个中层不是默认并发数**：只有任务确实独立、权限清晰、机器和服务均能承受时才逐步扩容。中层会话及其简短状态摘要应跨批复用，避免每轮重新读取历史。 ## 分配与验收 1. 顶层先给每个中层明确目标、输入、独占 owner、可写路径、禁止事项、完成证据、聚焦检查、交付时限和接管条件。先读目标仓库自己的 `AGENTS.md` 等规则。 2. 默认让中层在独立候选目录或 worktree 修改；同一共享文件只指定一个修改者。需要动 live 管线、共享配置、任务启停、发布、预算或认证时，须有对应具体对象和动作的授权。 …
Read the whole file at its exact version.
How to install
mdr add black-yt/skills/agent-orchestration@sha256:a430467e745c4331The line at the top of this page pins the label git:20261016.9ee6ddd, 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_ybk6xzqscoxvggu4)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Oct 16, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261016.9ee6ddd latest | 2026-10-16 | 9ee6ddd | 7,039 B | A | view · diff |
| git:20261016.5f6e7d3 | 2026-10-16 | 5f6e7d3 | 6,508 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 (7039 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
black-yt/skills · 16 stars · license none declared · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_ybk6xzqscoxvggu4 GET https://markdownregistry.com/api/v1/resolve?ref=black-yt/skills/agent-orchestration GET https://markdownregistry.com/api/v1/blob/a430467e745c433151890c64c1cdd731155d54f219b2245ab8c6c9b270a26bb7
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.