aigc-operations-method-ai2041 SKILL.md skillA

aigc-operations-method-ai2041 from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add luyu2026/skill-bible/aigc-operations-method-ai2041@git:20260930.8d6ecbb

Pins 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-ai2041/SKILL.md
Versions recorded
2
Latest version
git:20260930.8d6ecbb, committed Sep 30, 2026
First version recorded
Sep 30, 2026
Size
2,536 bytes
Repository stars
214
License
a license file GitHub does not identify

《AI 2041》· AI 场景方法论:AI 场景矩阵 + 人机共处设计 + 风险意识框架。 触发词:「AI2041」「AI场景判断」「人机共处」「AI风险」「AI化岗位」。.

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 2041》· AI 场景方法论

> AI 场景矩阵 + 人机共处设计 + 风险意识框架,判断 AI 化场景选择与风险管控。

## 核心框架

### 1. AI 场景矩阵(技术 × 场景)
- **适用场景**:判断哪些运营场景值得 AI 化
- **步骤**:识别 AI 能力 → 场景匹配 → 价值评估(提效/降本/体验)→ 落地排序(价值×可行性)
- **输出物**:AI 化场景矩阵(场景×能力×价值×优先级)

### 2. 人机共处设计(岗位 AI 化)
- **适用场景**:运营岗位 AI 化后的角色再设计
- **步骤**:任务拆解 → 重分配(AI 重复,人判断)→ 技能迁移(执行→设计+审核)
- **输出物**:岗位 AI 化角色设计

### 3. 风险意识框架(双刃剑)
- **适用场景**:AI 应用合规与风险检查
- **步骤**:识别风险(幻觉/偏见/隐私/滥用)→ 分级(不可接受/需管控/可接受)→ 管控设计
- **输出物**:AI 应用风险清单与管控方案

## 决策规则(8条)

1. 场景能用 AI 覆盖 → 评估价值增量再决定
2. AI 化岗位 → 任务拆颗粒重新分工
3. AI 有偏见/幻觉风险 → 设计人工把关
4. 涉及隐私数据 → 先过合规(个保法)
5. 大规模推 AI → 考虑就业冲击与人情味
6. AI 效果依赖数据 → 先看数据质量
7. AI 落地受阻 → 检查能力-场景匹配
8. 担心 AI 滥用 → 设红线(禁用场景)

## 检查清单

- [ ] 场景×能力匹配确认
- [ ] 价值增量评估
- [ ] 任务拆颗粒后人机分工
- [ ] 风险分级
- [ ] 人工把关机制
- [ ] 隐私与合规检查
- [ ] 红线设置

## 反模式

- 能力-场景不匹配硬套
- 岗位 AI 化不重设计
- 忽视风险(裸奔)
- 只讲效率不讲人情味
- 红线不清

## 边界声明(≥3条)

- 本书科幻+科普双线,案例有想象成分,落地细节少
- 20 年后预测有不确定性,以现实技术为准
- 中美语境差异,中国合规以官方为准
- 作者立场:AI 乐观派,但本书风险讲得较多

## 诚实说明

提炼基于《AI 2041》(李开复、陈楸帆, 2021)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

The exact contents, by fingerprint
mdr add luyu2026/skill-bible/aigc-operations-method-ai2041@sha256:0fb921c711ce240e

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6mrf3peue3rackok.svg)](https://markdownregistry.com/a/art_6mrf3peue3rackok)

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

Versions

The registry has recorded 2 versions of this file, all committed on Sep 30, 2026.

versioncommittedcommitsizeaudit
git:20260930.8d6ecbb latest2026-09-30 8d6ecbb 2,536 BA view · diff
git:20260930.2e1b8f32026-09-30 2e1b8f3 2,536 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 (2536 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

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_6mrf3peue3rackok
GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-method-ai2041
GET https://markdownregistry.com/api/v1/blob/0fb921c711ce240e19ae4e29924b08f9e7217a462fda81fde9c74b6e8f98cb7c

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 luyu2026/skill-bible

activity-operations-advisor-huang SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-advisor-huang/SKILL.md · 黄有璨视角顾问(运营价值判断)。以黄有璨的运营价值论、做局/破局思维、回报后置长期主义,分析运营动作值不值得做、价值在哪、怎么破局。 触发词:「黄有璨视角」「运营值不值得做」「这个动作有价值吗」「怎么做局」「破局点」「回报后置」「运营的底层…
git:20260916.c7ec922 · audit A · 214 stars
activity-operations-advisor-qu SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-advisor-qu/SKILL.md · 曲卉视角顾问(增长实验与数据驱动)。以曲卉的增长实验闭环、北极星指标、增长模型,分析增长决策、指标选择、实验设计。 触发词:「曲卉视角」「北极星指标」「增长实验」「数据驱动增长」「该看什么指标」「增长模型」「火上浇油」「修补漏洞」。 适用于…
git:20260916.c7ec922 · audit A · 214 stars
activity-operations-advisor-zhang SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-advisor-zhang/SKILL.md · 张亮视角顾问(运营体系与执行质量)。以张亮的运营四模块体系、用户生命周期、精细化运营,分析运营体系搭建、执行质量、用户运营打法。 触发词:「张亮视角」「运营体系」「从零开始做运营」「四模块」「开源节流」「用户生命周期」「精细化运营」「运营框…
git:20260916.c7ec922 · audit A · 214 stars
activity-operations-advisory-board SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-advisory-board/SKILL.md · 活动运营顾问团总控:路由到活动/增长领域专家与方法论视角,或发起多角色评审会。当需要「活动判断」「专家视角」「评审活动方案」时使用。
git:20260916.c7ec922 · audit A · 214 stars
activity-operations-budgeting SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-budgeting/SKILL.md · 活动预算与 ROI 测算:在活动策划与执行之间补上财务决策环——成本拆解、收益预估、ROI 测算、预算分配与止损线。当用户说「这个活动要花多少钱」「预算怎么分」「ROI 多少」「值不值得投」时使用。 产出:预算与 ROI…
git:20260922.f7c3e49 · audit A · 214 stars
activity-operations-execution SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-execution/SKILL.md · 活动执行落地:好方案执行烂 = 零。执行的核心是颗粒度:每个动作有 Owner、有时间、有交付物。 当用户说「execution」时使用。产出:执行计划(任务分解/排期/Owner/检查清单/值班表)。
git:20260916.f95ec8b · audit A · 214 stars
activity-operations-master SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-master/SKILL.md · 活动运营总控:判断用户此刻卡在活动运营的哪一环(目标设定/策划设计/执行落地/传播放大/复盘沉淀),路由到对应执行 Skill 或顾问团,并编排跨步骤链路。当用户说「做活动」「活动策划」「裂变活动」「活动没效果」时使用。
git:20260916.c7ec922 · audit A · 214 stars
activity-operations-mechanics SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-mechanics/SKILL.md · 活动机制设计:机制是活动的发动机:为什么用户愿意参与、愿意分享。机制设计对了,活动自己会转;错了,砸再多预算也没用。 当用户说「mechanics」时使用。产出:机制设计方案(目标行为/机制组合/激励结构/规则/风控)。
git:20260916.f95ec8b · audit A · 214 stars
activity-operations-method-growth-hacking SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-method-growth-hacking/SKILL.md · 《增长黑客》· 活动增长方法论:增长实验循环 + AARRR + 北极星指标 + ICE 排序,判断活动如何驱动增长、实验怎么设计。 产出:方法论判断框架。
git:20260916.f95ec8b · audit A · 214 stars
activity-operations-method-lean-analytics SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-method-lean-analytics/SKILL.md · 《精益数据分析》· 活动数据方法论:第一关键指标 + 增长引擎定位 + 数据诊断框架,判断活动指标怎么定、数据异常怎么归因。 产出:方法论判断框架。
git:20260916.f95ec8b · audit A · 214 stars
activity-operations-method-light-of-operations SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-method-light-of-operations/SKILL.md · 《运营之光》· 活动运营方法论:做局破局 + 四大运营思维 + 运营第一公式,判断活动值不值得办、如何设计价值匹配的活动局。 产出:方法论判断框架。
git:20260916.f95ec8b · audit A · 214 stars
activity-operations-planning SKILL.md skill
luyu2026/skill-bible · activity-operations/activity-operations-planning/SKILL.md · 活动策划与目标设定:活动不是「想个点子办一场」,而是先回答五个问题再动手。策划 = 目标 × 受众 × 玩法 × 预算 × 指标。 当用户说「planning」时使用。产出:活动策划案(目标/受众/玩法/预算/排期/风险/指标)。
git:20260916.f95ec8b · audit A · 214 stars

Every file in luyu2026/skill-bible

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