返回 Skill 列表
extension
分类: 开发与工程无需 API Key

assumption-mapping

在投入大量精力之前,先识别、优先处理并跟踪有风险的假设。在开始新项目、进行主要功能工作、对方向感到不确定、用户说“我认为用户想要...”、“我们假设...”、“可能...”或在任何未经真实用户验证的构建决策之前使用。

person作者: jakexiaohubgithub

Assumption Mapping

Surface hidden assumptions and prioritize which ones to validate before building.

When to Trigger

  • User is starting something new
  • User expresses uncertainty ("I think...", "probably...", "should work...")
  • User is about to invest significant effort
  • User mentions building without mentioning validation
  • User asks "what should I test first?"

Quick Start

Ask the user:

  1. "What are you building and for whom?"
  2. "What needs to be true for this to succeed?"

Then run the assumption extraction workflow below.

Core Workflow

Assumption Mapping Progress:
- [ ] Step 1: Extract assumptions from conversation
- [ ] Step 2: Categorize by type
- [ ] Step 3: Score risk and uncertainty
- [ ] Step 4: Prioritize for validation
- [ ] Step 5: Suggest validation methods

Step 1: Extract Assumptions

Listen for assumption signals in what the user says:

| Signal phrase | Hidden assumption | |---------------|-------------------| | "Users want..." | Desirability assumption | | "We can build..." | Feasibility assumption | | "People will pay..." | Viability assumption | | "It's easy to..." | Complexity assumption | | "Everyone knows..." | Knowledge assumption | | "They'll figure out..." | Usability assumption |

Extract 5-10 assumptions. Frame each as a testable statement:

Bad: "Users like simple things" Good: "Users will complete onboarding in under 2 minutes without help"

Step 2: Categorize Assumptions

Assign each assumption to one category:

| Category | Question it answers | |----------|---------------------| | Desirability | Do people want this? | | Feasibility | Can we build this? | | Viability | Can this sustain itself? | | Usability | Can people use this? | | Ethical | Should we build this? |

Step 3: Score Each Assumption

Rate each assumption on two dimensions (1-5 scale):

Impact: If wrong, how badly does it hurt the project?

  • 1 = Minor inconvenience
  • 5 = Project fails completely

Uncertainty: How confident are we this is true?

  • 1 = We have strong evidence
  • 5 = Pure guess

Step 4: Prioritize

Create a 2x2 priority matrix:

                    HIGH IMPACT
                         │
     ┌───────────────────┼───────────────────┐
     │                   │                   │
     │   VALIDATE LATER  │  VALIDATE FIRST   │
     │   (Low risk)      │  (Critical)       │
     │                   │                   │
LOW  ├───────────────────┼───────────────────┤ HIGH
UNCERTAINTY              │              UNCERTAINTY
     │                   │                   │
     │   SKIP            │  MONITOR          │
     │   (Safe)          │  (Watch for       │
     │                   │   signals)        │
     │                   │                   │
     └───────────────────┼───────────────────┘
                         │
                    LOW IMPACT

Top-right quadrant = validate before building

Step 5: Suggest Validation Methods

For each critical assumption, suggest a lightweight validation:

| Assumption type | Fast validation (hours) | Deeper validation (days) | |-----------------|-------------------------|--------------------------| | Desirability | 5 user interviews | Landing page test | | Feasibility | Technical spike | Prototype | | Viability | Competitor pricing research | Willingness-to-pay interviews | | Usability | 3-person hallway test | Usability study |

See references/validation-methods.md for detailed methods.

Output Template

Automatically save the output to design/03-assumption-mapping.md using the Write tool while presenting findings in this format:

## Assumption Map for [Project Name]

### Critical Assumptions (Validate First)
| # | Assumption | Type | Impact | Uncertainty | Suggested Test |
|---|------------|------|--------|-------------|----------------|
| 1 | [statement] | [type] | [1-5] | [1-5] | [method] |

### Secondary Assumptions (Validate Later)
[Same table format]

### Safe Assumptions (Monitor)
[Bulleted list]

### Recommended Next Steps
1. [First validation to run]
2. [Second validation to run]

Adaptive Behavior

If user is new to assumption mapping:

  • Explain briefly why we do this (1 sentence)
  • Guide them through extraction with examples
  • Keep the output simple

If user is familiar:

  • Skip explanations
  • Jump to extraction
  • Offer the full matrix output

Gauge familiarity by asking: "Have you mapped assumptions before, or should I walk you through it?"

Handoff

Suggest next steps:

"Use this map to prioritize validation tests before full development. Want to proceed with /solution-scoping or test critical assumptions first?"

Note: File is automatically saved to design/03-assumption-mapping.md for context preservation.

Integration Points

This skill works well before:

  • problem-framing — if problem isn't clear yet
  • validation — to test the critical assumptions identified here
  • ideation — to generate solutions once assumptions are validated

References