aigc-operations-method-comingwave SKILL.md skillA
aigc-operations-method-comingwave 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-method-comingwave@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-method-comingwave/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,588 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
《The Coming Wave》· AI 治理方法论：收益×风险平衡 + 扩散路径 + 遏制框架。 触发词：「Coming Wave」「AI治理」「AI风险管控」「AI推广路径」「收益风险评估」。.
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
# 《The Coming Wave》· AI 治理方法论 > 收益×风险平衡 + 扩散路径 + 遏制框架，判断 AI 应用的治理与推广。 ## 核心框架 ### 1. 技术的"双刃剑"框架（收益 × 风险） - **适用场景**：AI 应用的收益/风险平衡判断 - **步骤**：收益评估 → 风险识别 → 平衡决策（收益大风险可控→推；反之缓） - **输出物**：AI 应用收益-风险评估表 ### 2. 通用技术扩散路径 - **适用场景**：AI 工具在运营团队怎么推广 - **步骤**：早期采用（试点）→ 扩散（效果说服）→ 制度化（SOP 沉淀） - **输出物**：AI 工具推广路径（试点→扩散→制度化） ### 3. 遏制框架（Containment） - **适用场景**：AI 应用治理与红线设置 - **步骤**：识别失控点 → 设计遏制（人工把关/权限/禁用清单）→ 持续监控 - **输出物**：AI 治理方案（红线/把关/监控） ## 决策规则（8条） 1. 评估 AI 应用 → 先做收益-风险评估（收益大风险可控才推） 2. AI 推广受阻 → 走扩散路径（试点→案例→制度化） 3. AI 出错后果严重 → 设计遏制（人工把关/权限限制） 4. 要设红线 → 明确禁用场景 5. AI 涉及就业冲击 → 考虑人机平衡与人情味 6. AI 能力越强 → 风险越大，管控越前置 7. 组织 AI 化 → 先制度化规范（SOP/责任边界） 8. 不确定风险 → 谨慎推进（缓行） ## 检查清单 - [ ] 收益-风险评估完成 - [ ] 推广路径设计（试点→扩散→制度化） - [ ] 遏制机制（把关/权限/禁用清单） - [ ] 红线明确 - [ ] 人机平衡考量 - [ ] 制度化规范 - [ ] 持续监控机制 ## 反模式 - 只看收益不看风险 - 一步到位推 AI - 无遏制机制 - 红线不清 - 只讲效率不顾人情 ## 边界声明（≥3条） - 本书讲宏观趋势（AI/生物科技），运营细节覆盖少 - 有"技术风险"悲观倾向，需结合现实判断 - 案例以全球宏观为主，中国语境需适配 - 作者立场：技术乐观但治理悲观，强调管控 ## 诚实说明 提炼基于《The Coming Wave》（Mustafa Suleyman, 2023）公开章节与权威解读，信息截止 2026-09；非原文的直接推断已标注。 > 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-method-comingwave@sha256:39ed224750cb293dThe 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_3uecplg7arjz6dw4)
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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 | 2,588 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 2,588 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 (2588 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_3uecplg7arjz6dw4 GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-method-comingwave GET https://markdownregistry.com/api/v1/blob/39ed224750cb293dc5d35fbab850a5a72e4cb89d0d0ffff5d2489ad52745354b
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.