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nasscomAI · Vibe Coding 工作坊 · 参与者脚手架

分叉即入林
一株根，长成四根树干。

prompt-to-production 为四个用例架好脚手架，让学员沿同一株根分叉上行，逐条枝条跑通并盖章，最终折回一根 PR 主干。

Fork 这株根

fork / clone · MIT · Python 3.9+

01 — 四根枝条 / 四个用例

枝条是四条推进线，叶子是交付物。

目录 uc-0a、uc-0b、uc-0c、uc-x 对应四个用例。每一根枝条都要先长出 agents.md 与 skills.md，再提交运行脚本。以下是工作坊沿四根枝条要走的路径。

uc-0a · 投诉分类器

complaint-classifier

把投诉文本分类的用例，需要 classifier.py 跑通结果。

agents.mdskills.mdrun classifier.pycommit

uc-0b · 改变含义的摘要

summary-that-changes-meaning

调整摘要使其含义改变的用例，重点在提示词与判断。

agents.mdskills.mdrun app.pycommit

uc-0c · 看似正确的数字

number-that-looks-right

让输出数字合理却经不起推敲的用例，训练识别的敏锐度。

agents.mdskills.mdrun app.pycommit

uc-x · 文档问答

ask-my-documents

基于给定文档问答的用例，检验材料调用与答复边界。

agents.mdskills.mdrun app.pycommit

02 — 循环收紧

CRAFT 循环在枝条上反复收紧。

每个用例沿同一条分支反复迭代：定约束、跑反馈、改提示、再验证，直到叶子长稳。

01约束

⇀

02运行

⇀

03调整

⇀

04验证

README 以 CRAFT 循环组织迭代：沿每条枝条收紧，而不只是填一次答案。

03 — 提交轨迹

提交沿着轨迹铺开，四条至少形成主干。

提交规范要求每个提交遵循既定格式，每个用例至少一次，构成可回看的提交线。

:seed: 初始分叉root

:classifier: 跑通 complaint-classifieruc-0a

:summary: 跑通 summary-that-changes-meaninguc-0b

:number: 跑通 number-that-looks-rightuc-0c

:docs: 跑通 ask-my-documentsuc-x

:pr: 折回一根 PR 主干merge

04 — 数据落地

数据文件落在地面，回填枝条生长的基底。

仓库随脚手架附上数据文件与环境，让每一根枝条都有物可用、无额外采购。

环境

需要 Python 3.9+。快速开始包含分叉、克隆、建分支、环境检查与数据文件确认。

最低通过要求

agents.md / skills.md	四个用例全部提交
运行	classifier.py / app.py 跑通
提交	每用例 ≥1 次，共 ≥4 次
PR 模板	填写后提交

05 — 折回主干

四条枝条，折回一根 PR。

工作坊结束时，所有运过、提交过的叶子沿各自枝条折返，汇入同一根合并主干——那就是一份完整的 PR。

MERGE · 一根 PR 主干

仓库 README 快速开始提交规范

23:T471f, prompt-to-production — Vibe Coding Workshop Participant Scaffolding

nasscomAI · Vibe Coding Workshop · Participant Scaffolding

Fork your way in.
One root grows four trunks.

prompt-to-production scaffolds four use cases so each learner moves up the same root, stamps every branch as it runs, and folds it all back into a single PR.

Fork the root

fork / clone · MIT · Python 3.9+

01 — Four limbs / four use cases

A limb per case, and the leaves are the deliverables.

Folders uc-0a, uc-0b, uc-0c, uc-x are the four use cases. Every limb first grows agents.md and skills.md, then commits a working run. This is the path the workshop walks along each branch.

uc-0a · complaint classifier

complaint-classifier

Sort incoming complaints into classes; the case is about running classifier.py to a defensible result.

agents.mdskills.mdrun classifier.pycommit

uc-0b · summary that changes meaning

summary-that-changes-meaning

Reframe a summary so its meaning flips; the work is prompts plus judgment, not just tokens.

agents.mdskills.mdrun app.pycommit

uc-0c · number that looks right

number-that-looks-right

Produce numbers that read as plausible without holding up; the case trains an eye for the convincingly wrong.

agents.mdskills.mdrun app.pycommit

uc-x · ask my documents

ask-my-documents

Ask questions against your own documents and test where the answers hold and where they stop.

agents.mdskills.mdrun app.pycommit

02 — Loop tightening

The CRAFT loop tightens along every limb.

Each case rides the same branch loop — set the constraint, run the feedback, adjust the prompt, re-verify — until the leaves hold.

01Constrain

⇀

02Run

⇀

03Adjust

⇀

04Verify

The README organizes iteration around the CRAFT loop: tighten along each branch rather than answer once.

03 — Commit trail

Commits run the path, four at minimum down the trunk.

A commit message standard keeps each step formatted, one per use case, so the trail reads back cleanly.

:seed: initial forkroot

:classifier: run compliant complaint-classifieruc-0a

:summary: run summary-that-changes-meaninguc-0b

:number: run number-that-looks-rightuc-0c

:docs: run ask-my-documentsuc-x

:pr: fold back into one PRmerge

04 — Grounded data

Data files ground the terrain under every branch.

Scaffolds ship with data files and an environment, so there is something to run from the first commit, nothing extra to hunt down.

Environment

Needs Python 3.9+. The quick start covers forking, cloning, branch creation, an environment check, and confirming the data files.

Minimum pass

agents.md / skills.md	committed for all four cases
Run	classifier.py / app.py run clean
Commits	≥1 per case, ≥4 total
PR template	filled in and submitted

05 — Back to one trunk

Four limbs, one merged PR.

At the close of the workshop, every leaf that ran and every commit that landed folds back down its branch into a single merged trunk — one complete PR.

MERGE · one PR trunk

Repository README quick start Commit standard

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