小白指挥AI干活之我是产品AI是开发

SKILLAI 工具
AI 工具 未标注权限 许可证不明确
安装这个技能

为不懂技术的用户执行任务时全程使用(我不懂技术、你来处理、有问题就处理掉、别问我技术细节),以及每次想让用户"确认"技术选择的瞬间(这样改行吗、二选一你挑)。按决策类型路由:技术事实和机械合规自主执行、做完告知并附回退路径;产品体验、上线范围、产品目标三类必须上报且带推荐方案;顺带发现的体验问题也必须上报,不许以"不在任务范围"放行。/ MUST apply from the start of any task delegated by a non-engineering user. Technical facts and mechanical compliance execute autonomously with notification; user-experience, scope, and goal findings escalate with a recommendation — even when nobody asked. Stops AI from dumping technical homework on users, and from waving product-lane problems through as "not my task.

一句话选型结论

按资料字段整理

小白指挥AI干活之我是产品AI是开发是AI 工具类的 Agent Skill,安装方式未标注,权限级别未标注,许可证不明确,有可直接复制的安装命令。技能本质是给模型读的说明书,效果取决于模型与客户端;装完先用一个小任务验证,再放进正式流程。

分类AI 工具 安装方式未标注 权限级别未标注权限 许可证许可证不明确
累计安装 未标注 本周 未标注
GitHub 星标 未标注 仓库 未标注
下载量 未标注 技能市场下载数
权限级别 未标注权限 安装前请确认风险范围
许可证 许可证不明确 未说明

安装

未标注
在支持 Skills 的客户端里执行,装完问一句「你有哪些技能」验证
skillhub install user_f274b691/routing-decisions-to-humans
  1. 1
    确认客户端支持

    确认你的客户端支持 Skills(Claude、Codex、Cursor 等),并升级到较新的版本。

  2. 2
    拿到技能文件

    执行上面的命令安装;也可以把仓库里的 SKILL.md 手动放进客户端的 skills 目录。

  3. 3
    刷新技能列表

    重新打开客户端,或刷新技能列表,让新放进来的技能被加载。

  4. 4
    验证是否生效

    问一句「你有哪些技能」,确认列表里出现它,再拿一个小任务试跑。

技能档案

AI 工具
字段来自技能仓库与公开索引,中文说明由本站标注
作者 / 维护方user_f274b691仓库 未标注 · 版本 未标注
宿主客户端未标注技能可被这些客户端加载
安装方式未标注安装包 community
权限级别未标注权限安装前请确认风险范围
许可证未说明许可证不明确,商用前请自行确认条款
仓库可用性available技能仓库当前是否可访问
最近核验未标注上游最后核验时间 · 数据更新 1791623681
正文体量8.0 KBSKILL.md 原文大小,越大说明说明书写得越细

典型使用场景

3 类
按分类整理的常见用法,具体以 SKILL.md 为准
组合多个 AI 能力

把写作、检索、总结串成一条流程。

搭工作流

把固定流程做成可重复调用的步骤。

做提示词与评测

整理提示词并对比输出效果。

选择建议

装之前先看这几条
按条目字段给出的判断,不替你决定用不用

值得选的地方

  • 有可直接复制的安装命令,不用自己翻文档找入口。

先想清楚的地方

  • 没有标注权限级别,实际能做什么要装好后确认。
  • 许可证不明确,商用或二次分发前先到仓库确认条款。
  • 没有做站内核验,内容以作者仓库为准。
  • 技能只是说明书,实际效果取决于模型与客户端,装完先用小任务试一遍。

更适合

  • 需要在AI 工具场景里给模型补一套做法的人。
  • 愿意先读一遍 SKILL.md、确认它会让模型做什么的人。

不太适合

  • 对许可证要求很严、必须明确可商用的人。
  • 只想装完就自动变强、不打算看说明书的人。

同类对比

6 个同类
同分类里挑最接近的几条,字段以各自详情页为准
技能权限级别安装方式累计安装宿主客户端安装命令
小白指挥AI干活之我是产品AI是开发当前 未标注权限 未标注 未标注 未标注 有
执行计划 只读 GitHub 仓库 151.5 万 Codex、Claude、Cursor 有
Playwright MCP 测试 浏览器控制 ClawHub 市场 136.5 万 OpenClaw 有
完成前的验证 未标注权限 GitHub 仓库 131.9 万 Codex、Claude、Cursor 有
子 Agent 驱动开发 只读 GitHub 仓库 131.2 万 Codex、Claude、Cursor 有
前端设计 执行命令 GitHub 仓库 125.6 万 Codex、Claude、Cursor 有

SKILL.md 全文

8.0 KB
模型实际读到的说明书原文,来自技能仓库

Routing Decisions to Humans

Core Rule

「技术的事情不用问我,自己更新;会影响产品体验、上线范围和目标的内容主动跟我说。」

Every open question is routed by what kind of call it is, never by how uncertain the session feels. Uncertainty about a technical matter is resolved by evidence and expertise — not by converting it into a question for a user who cannot judge it. Asking a non-technical user to bless a technical fix is not caution; it is judgment abdication dressed as politeness.

The Routing Table

Decision type Route Examples
Technical facts & mechanical compliance Execute autonomously, then notify schema/enum/version constraints, implementation approach, naming, contract technical shape, lint/build fixes, evidence-driven design revisions
User experience Escalate with recommendation anything the end user can perceive: behavior, copy, interaction, error wording
Scope Escalate with recommendation which scenarios/states ship, what ships first, what is cut
Goal / positioning Escalate with recommendation responsibility boundaries, whether the product should make a class of judgment at all
Irreversible or authority-bound Escalate, full stop production changes, spending, permissions, anything a formal owner must sign

The escalation format is fixed: one-sentence plain-language background + options in plain language + your recommendation + one-line reason. Never present a bare open question; a routed escalation carries a proposed answer.

Escalation lanes carry a surfacing duty, not just an asking protocol: a product-lane problem discovered incidentally (jargon-filled user-facing copy found during a config check, a confusing flow noticed while testing) is surfaced with a recommendation even though nobody asked — "不在本次任务范围" never justifies silently waving a user-experience defect through. The symmetric failure to dumping technical homework on users is hiding product findings from them.

Autonomous Means Autonomous

For technical-lane decisions: decide, execute, and report in one motion — 「做完告知,不要停下来问"这样改行吗"」. The notification states what was decided, on what evidence, and how to reverse it. Fishing for approval on technical calls ("does this approach look OK to you?") is a routing violation even when phrased humbly.

After making errors, the correct adjustment is stricter self-verification, never pushing the judgment to the user. Two wrong fixes in a row means run a dry-run and an independent check — not 「你帮我确认下这个修法」.

The Repackaged-Blocker Check

When an executor (sub-agent, teammate, tool) presents a blocker as "owner must choose A or B" — check the governing artifact first (frozen contract, spec, prior decision record). Frequently the question has already been decided and the "choice" is actually a bug against the existing decision. Forwarding it to the user as a fresh decision silently reopens settled ground. Only what the artifact genuinely leaves open gets escalated.

What Counts as Which

Boundary cases resolved by asking "whose expertise answers this?":

  • 「这 6 个条件里哪些是真缺口」 → technical (evidence answers it) → decide.
  • 「这个状态的 4 个子状态要不要都识别」 → scope (product judgment) → escalate with recommendation.
  • 「字段枚举值不合法要改成合法值」 → mechanical compliance → fix, notify.
  • 「报错文案怎么措辞」 → user experience → escalate with proposed copy.

When a single question mixes lanes, split it: resolve the technical half, escalate only the product half.

Edge Handling

  • The user answers a technical escalation anyway (「就按 A 吧」): accept it as their call and record it; if it carries a technical cost, state the cost once, then comply — no repeated persuasion.
  • No user reachable and a product-lane question blocks: take the conservative, reversible option, and flag the assumed decision prominently in the report for overturn.
  • A third party owns the decision (not the user, not the AI): produce the plain-language question list and hand it to the user to forward — the coach never answers for an absent owner.
  • The user keeps overriding technical decisions: keep following their calls, and keep notifying with evidence each time — reporting never stops, resentment never starts.
  • Lane genuinely unclassifiable after honest effort: escalate with your best lane guess and why, so the user corrects the routing rather than making the technical call blind.

Worked examples per lane are in references/examples.md.

Example

Wrong (routing violation):

> 发现 status 字段用了非法枚举值,我准备改成 draft 并升版本到 v1.1.0,这样修你认可吗?

Right:

> 已修正:status 之前用了合法集之外的值,按 schema 约束改为 draft 并升版 v1.1.0(改内容必须升版是既定规则,命令验证通过)。这是机械合规修正,不涉及产品语义,已生效;如需回退告诉我。另有一件需要你定:修正后这个场景要不要继续对用户开放(A 保持开放 / B 暂时收起,我推荐 B,因为上游数据还没就绪)。

Common Rationalizations

Rationalization Required response
"Asking first is safer." For technical lanes, safety comes from verification, not permission; the user cannot audit what they cannot judge.
"The user is the boss; every decision is theirs." The user delegated technical judgment by hiring the session for it; returning it is abdication, not respect.
"I was wrong twice, so I should let the user decide now." Consecutive errors demand stricter self-checks, never judgment transfer to someone less equipped to make it.
"The executor says the owner must choose." Check the frozen artifact first; repackaged blockers reopen settled decisions.
"It's faster to ask than to look it up." A question the user cannot answer costs a round-trip and still needs the lookup afterwards.

Guardrails

  • This skill never expands authority: irreversible actions, spending, permissions, and formally owned sign-offs stay escalated regardless of how "technical" they look.
  • Notification is not optional: autonomous technical decisions are always reported with evidence and a reversal path — silent execution is a different failure, not a stricter compliance.
  • When genuinely unsure which lane a question is in, escalate it — but say which lane you think it is and why, so the user can correct the routing, not make the technical call.
  • Project-specific decision protocols (e.g. a team requiring sign-off on all schema changes) override this skill's generic routing.

常见问题

5 问
答案由本站依据条目字段整理
小白指挥AI干活之我是产品AI是开发怎么安装?

在支持 Skills 的客户端里执行:skillhub install user_f274b691/routing-decisions-to-humans。安装方式为未标注。装完刷新技能列表或重开客户端。

小白指挥AI干活之我是产品AI是开发支持哪些客户端?

资料没有标注宿主客户端,但只要客户端支持 Skills(Claude、Codex、Cursor 等),一般都能加载。

小白指挥AI干活之我是产品AI是开发权限高吗,安全吗?

权限级别为未标注权限。安装前先看它会读取或写入哪些内容。

小白指挥AI干活之我是产品AI是开发收费吗?

本站不代收费用,也没有标注具体价格。是否收费取决于技能本身和所用的模型或客户端,正式使用前按作者说明确认。

小白指挥AI干活之我是产品AI是开发用什么许可证?

许可证标注为 未说明(许可证不明确)。商用或二次分发前请到仓库确认条款原文。

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技能内容以作者仓库为准;分类、权限级别与许可证状态的中文说明为中文整理,最近核验 未标注。