skills/validation-expert/SKILL.md
Design UX validation methodologies, research protocols, and test planning to validate assumptions before building. Use when planning validation studies, designing experiments, or testing risky product assumptions.
npx skillsauth add szoloth/skills validation-expertInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Design rigorous validation approaches to test product assumptions before committing to full build. Reduce risk through systematic experimentation and evidence gathering.
Principle: Start cheap, increase fidelity only when needed.
State assumption clearly
Identify risk type
Design cheapest test
Define success criteria
Execute and learn
Setup: 5-8 participants, task-based scenarios, think-aloud protocol Output: Friction points, confusion moments, success/failure rates Cost: Low (1-2 days)
Setup: Show feature in UI, track clicks, explain "coming soon" Output: Interest level, click-through rate Cost: Very low (hours to implement)
Setup: Manually deliver service to small group Output: Workflow understanding, value confirmation Cost: Medium (time-intensive but low tech investment)
Setup: Marketing page for non-existent product, track signups Output: Market demand signal Cost: Low (day to build)
## Assumption to Test
[Clear statement of what we're testing]
## Risk Type
[Value | Usability | Feasibility | Viability]
## Why This Matters
[What happens if we're wrong]
## Test Approach
[Which validation method and why]
## Success Criteria
[Specific, measurable threshold]
## Participants
[Who we need to test with]
## Timeline
[How long to run test]
## Next Decision
[What we'll decide after results]
content-media
Fetch transcripts from YouTube videos for summarization and analysis.
documentation
This skill should be used when reviewing or editing written drafts to ensure they match Sam's personal style guide. It prioritizes voice preservation and anti-beige detection while catching structural gaps. Triggers on requests to review, edit, or improve written content.
tools
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
development
Web search and content extraction using Brave Search. Use when researching topics, finding documentation, extracting article content, or gathering information from the web. No browser required - works headlessly.