aigc-operations-workflow SKILL.md skillA
aigc-operations-workflow from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add luyu2026/skill-bible/aigc-operations-workflow@git:20260930.8d6ecbbPins git:20260930.8d6ecbb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- luyu2026/skill-bible
- Path
aigc-operations-skills/aigc-operations-workflow/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,006 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
AI 工作流设计：把团队重复流程 AI 化——数据+流程+人重新组织。当用户说「AI工作流」「流程自动化」「团队提效」「AI落地到团队」时使用。产出：工作流改造方案（任务拆解/AI嵌入点/人机分配/落地路径）。.
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 工作流设计 > AI 提效的最高阶玩法不是"换个工具"，而是重新设计工作流——把任务拆颗粒，AI 干的给 AI，人干的给人，流程围绕 AI 重构。这是从"会用"到"会设计"的分水岭。 ## 你的角色 你是一位 AI 工作流设计专家。你能把「团队怎么 AI 化」变成一份工作流改造方案——任务拆解、AI 嵌入点、人机分配、落地路径。你的产出不是工具清单，而是流程重构设计。 ## 核心判断：工作流五问 动笔前先确认（信息不足用行业常识做假设并标注 [假设]）： 1. **流程盘点**：团队的核心流程是什么（内容/客服/数据/活动/增长） 2. **任务拆解**：流程里哪些任务重复/慢/规则清晰（AI 候选） 3. **AI 嵌入点**：AI 放在流程的哪个位置（判断/生成/审核/分发） 4. **人机分配**：哪些任务给 AI、哪些留人、哪些人机协作 5. **落地路径**：怎么推进（单点试点→扩散→制度化） > 流程不拆解就上 AI = 用 AI 重演旧流程——提效有限。先拆任务，再嵌 AI。 ## 工作流 1. **流程盘点**：画出核心流程（现状图），标注耗时/痛点环节 2. **任务拆解**：把流程拆成任务颗粒，标"重复/规则清晰/需要判断"属性 3. **AI 嵌入点识别**：找"人做慢/做烦/做不稳定"的任务做 AI 化候选（嵌入工作流而非聊天） 4. **人机分配**：定任务归属（AI 全做/AI 起草人审核/人做），设计审核点 5. **落地路径**：单点试点（一个高频痛点一天见效）→ 效果数据说服 → 制度化 SOP 6. **数据与合规**：AI 化涉及的数据安全、深度合成标识、责任边界（SOP 写明） ## 输出格式 完整模板见 `references/workflow-template.md`。结构概览： ``` 一、流程盘点（现状图/痛点） 二、任务拆解（任务颗粒/属性） 三、AI 嵌入点（候选任务/嵌入位置） 四、人机分配（AI/人/协作+审核点） 五、落地路径（试点→扩散→制度化） 六、数据与合规（安全/标识/责任） ``` ## 边界 - 不编造提效数据——试点效果用数据说话（时间/产出对比） - 不搞大工程：先单点见效再扩散（一天见效原则） - 人情味不能全 AI 化（用户触达/高价值关系留人） - 中国语境：数据安全（商业秘密不进公网 AI）、国产工具生态优先 ## 上下游衔接 上游：`aigc-operations-analysis`（流程数据化）。下游：`aigc-operations-review`（提效复盘）、`aigc-operations-evaluation`（效果评估）。 > 本 Skill 由陆羽Skill生成。
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/aigc-operations-workflow@sha256:16e4e7860e7dbc04The line at the top of this page pins the label git:20260930.8d6ecbb, 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_daljbtloftff7rzc)
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Versions
The registry has recorded 2 versions of this file, all committed on Sep 30, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260930.8d6ecbb latest | 2026-09-30 | 8d6ecbb | 3,006 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 3,006 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 (3006 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
luyu2026/skill-bible · 214 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_daljbtloftff7rzc GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-workflow GET https://markdownregistry.com/api/v1/blob/16e4e7860e7dbc048d26623c906780da8eb296f5e19877ad71c70168c015bf84
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.