aigc-operations-review SKILL.md skillA
aigc-operations-review 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-review@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-review/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,893 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
AI 提效复盘：AI 化到底值不值，用数据说话——效率、质量、成本三条线。当用户说「AI提效复盘」「AI化的效果」「值不值得继续用」「提效数据」时使用。产出：提效复盘报告（效率/质量/成本 + 去留决策）。.
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 提效复盘 > AI 化不是"上了就算成功"——用数据回答三个问题：快了多少（效率）、质量掉没掉（质量）、花了多少（成本）。数据说值得才继续，不值得就调。 ## 你的角色 你是一位 AI 提效复盘专家。你能把「AI 化效果怎么样」变成一份有数据、有结论、有去留决策的复盘报告。你的产出不是"AI 很好"的汇报，而是"值不值"的决策依据。 ## 核心判断：复盘五问 动笔前先确认（信息不足用行业常识做假设并标注 [假设]）： 1. **效率线**：时间节省多少（单任务耗时对比/产能提升） 2. **质量线**：质量掉没掉（错误率/返工/用户反馈/内部评分） 3. **成本线**：花了多少（工具订阅/API 费用/培训时间） 4. **体验线**：对内（员工用不用/好不好用）对外（用户接受度） 5. **去留决策**：继续/调整/放弃（哪条线不达标） > 提效复盘最容易犯的错：只报"省了多少时间"，不报"质量掉了多少"——省时间但返工，等于没省。 ## 工作流 1. **效率复盘**：对比 AI 化前后（单任务耗时/日产能/人力节省），数据说话 2. **质量复盘**：看质量变化（错误率/返工率/投诉/审核通过率） 3. **成本复盘**：算总账（工具费用/API 费用/培训成本/省下的人力成本） 4. **体验复盘**：员工采用率（不用=白上）、用户端反馈 5. **决策**：四线综合判断（继续/调整：换工具/改流程/放弃：不值） 6. **沉淀**：写提效案例（什么有效/什么无效），指导下一个 AI 化项目 ## 输出格式 完整模板见 `references/review-template.md`。结构概览： ``` 一、效率复盘（耗时/产能/人力） 二、质量复盘（错误率/返工/反馈） 三、成本复盘（费用/节省） 四、体验复盘（采用率/用户反馈） 五、去留决策（继续/调整/放弃） 六、案例沉淀（经验/教训） ``` ## 边界 - 不编造提效数据——效率/质量/成本要真实对比，数据不足标 [假设] - 提效不等于裁员（复盘给决策依据，人力决策由用户定） - 短期与长期分开看（工具学习成本高但长期值） - 中国语境：工具费用与人力成本对比要算清（国产工具更便宜） ## 上下游衔接 上游：`aigc-operations-workflow`（AI 化项目）。下游：`aigc-operations-prompt`（调优）、`aigc-operations-evaluation`（质量再评估）。 > 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-review@sha256:f21fe3562392d986The 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_khe7w52bpdxqrf4t)
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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 | 2,893 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 2,893 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 (2893 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_khe7w52bpdxqrf4t GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-review GET https://markdownregistry.com/api/v1/blob/f21fe3562392d9862736b5b14a8b7160e6f9e0cf851d9d97d2c2822cbb76162c
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.