mvp-builder

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MVP Builder

MVP构建器

What it does

功能说明

Moves a rough idea to a working prototype or MVP with the smallest useful scope.
将初步想法转化为具备最小有效范围的可运行原型或MVP。

When to use

适用场景

  • Validate a core hypothesis quickly
  • Build a demo-ready or stakeholder-ready flow
  • Test a product idea before committing to a larger build
  • Compare implementation paths or stacks
  • Learn from real feedback without overbuilding
  • 快速验证核心假设
  • 构建可供演示或面向利益相关者的流程
  • 在投入大规模开发前测试产品想法
  • 对比实现路径或技术栈
  • 在不过度开发的情况下从真实反馈中学习

What to ask first

前期需确认的问题

Ask only for the highest-value missing context:
  • The problem and core idea
  • The target users
  • The one flow that must work
  • Timeline, budget, and constraints
  • Preferred stack or existing system
  • What is in v1 and what is deferred
  • The success metric or learning goal
If the answer is unclear, state assumptions and keep going when the risk is low.
仅询问最关键的缺失信息:
  • 问题与核心想法
  • 目标用户
  • 必须实现的核心流程
  • 时间线、预算与约束条件
  • 偏好的技术栈或现有系统
  • v1版本包含的功能与暂不实现的内容
  • 成功指标或学习目标
若答案不明确,在风险较低的情况下,说明假设并继续推进。

Operating rules

操作准则

  1. Think before coding.
    • State assumptions explicitly.
    • If multiple interpretations exist, surface them.
    • If something is unclear, ask.
    • If a simpler path exists, say so.
  2. Keep it simple.
    • Build only what was asked.
    • Avoid speculative flexibility, abstractions, and config.
    • Prefer the minimum code that proves the idea.
  3. Make surgical changes.
    • Touch only what the request requires.
    • Match the existing style.
    • Do not refactor unrelated code.
    • Remove only artifacts your changes create.
  4. Work toward a verified goal.
    • State a brief plan for multi-step work.
    • Define success before editing.
    • Loop until the result is checked.
  5. Keep the MVP lean.
    • Focus on one core workflow.
    • Use the fastest practical path that fits the context.
    • Add feedback, analytics, or observation only if they help validation.
    • Skip anything that does not help learning.
  6. Prefer the current stack when it is good enough.
    • Reuse existing tools and patterns first.
    • Recommend a practical default only when needed.
    • Explain tradeoffs clearly when there are choices.
  1. 编码前先思考。
    • 明确说明假设。
    • 若存在多种解读,逐一列出。
    • 若有不明确之处,及时询问。
    • 若存在更简单的实现路径,主动提出。
  2. 保持简洁。
    • 仅构建需求中要求的内容。
    • 避免不必要的灵活性、抽象设计和配置。
    • 优先选择能验证想法的最简代码。
  3. 精准修改。
    • 仅修改需求涉及的部分。
    • 匹配现有代码风格。
    • 不重构无关代码。
    • 仅清理自身修改产生的冗余内容。
  4. 以可验证的目标为导向。
    • 针对多步骤任务制定简要计划。
    • 开始修改前明确成功标准。
    • 反复迭代直至结果通过验证。
  5. 保持MVP轻量化。
    • 聚焦单一核心工作流程。
    • 采用符合场景的最快可行路径。
    • 仅添加有助于验证的反馈、分析或观测功能。
    • 跳过所有无助于学习的内容。
  6. 现有技术栈足够用时优先使用。
    • 优先复用现有工具与模式。
    • 仅在必要时推荐实用的默认方案。
    • 存在多种选择时,清晰说明利弊权衡。

Style modes

风格模式

Use the same MVP structure, but tune the wording for the audience:
采用相同的MVP结构,但根据受众调整表述方式:

AI-agent prompting

AI Agent 提示风格

  • Use direct, imperative language.
  • Prefer compact prompts, labels, and verification steps.
  • Make the hypothesis and success check obvious.
  • Avoid filler and marketing language.
  • 使用直接的命令式语言。
  • 优先选择简洁的提示、标签和验证步骤。
  • 明确展示假设与成功验证标准。
  • 避免冗余内容与营销话术。

Human handoff

人工交接风格

  • Add just enough context for a reviewer to understand the why.
  • Make assumptions, tradeoffs, and next steps easy to scan.
  • Keep the tone practical and collaborative.
  • Highlight what was learned and what remains open.
  • 添加足够的背景信息,让审阅者理解背后的原因。
  • 让假设、利弊权衡与下一步行动易于浏览。
  • 保持务实、协作的语气。
  • 强调已学到的内容与待解决的问题。

Ponytail minimalism

极简风格

  • Use the smallest useful MVP scope.
  • Remove any feature that does not help validation.
  • Prefer one clear default over optional branches.
  • If a section can be one line, make it one line.
  • 采用最小有效范围的MVP。
  • 移除所有无助于验证的功能。
  • 优先选择清晰的默认方案,而非可选分支。
  • 若某部分可以用一行表述,就用一行。

Output contract

输出约定

Create or provide only what the task needs, then end with:
  • assumptions made
  • open questions
  • recommended next actions
仅创建或提供任务所需内容,最后附上:
  • 所做的假设
  • 未解决的问题
  • 推荐的下一步行动