Skills for Real Engineers. Straight from my .agents directory.
define-hypothesis
Agent skill fromproduct-on-purpose/pm-skills
Defines a testable hypothesis with clear success metrics and a validation approach. Use when forming assumptions to test or aligning a team on what success looks like, before any experiment is designed. To design the A/B test or experiment that will validate the hypothesis, use measure-experiment-design.
How to install define-hypothesis
npx skills add product-on-purpose/pm-skills# or add only this skill to Claude Code: copy the folder
skills/define-hypothesis/
# into
~/.claude/skills/define-hypothesis/ (all projects)
.claude/skills/define-hypothesis/ (one project)
1<!-- PM-Skills | https://github.com/product-on-purpose/pm-skills | Apache 2.0 -->2# Hypothesis34A hypothesis is a testable prediction about how a change will affect user behavior or business outcomes. It transforms assumptions into explicit statements that can be validated or invalidated through experimentation. Well-formed hypotheses prevent teams from building features based on untested beliefs and create shared understanding of what success looks like.56## When to Use78- After problem framing, before committing to a solution9- When designing experiments or A/B tests10- When team members have differing assumptions about user behavior11- Before investing significant engineering resources in a feature12- When pivoting direction and need to validate the new approach1314## When NOT to Use1516- You are ready to design the actual A/B test (variants, sample size, duration) -> use `measure-experiment-design`; this skill frames what to test, not how17- The problem itself is still unframed -> use `define-problem-statement` first18- You want to organize many assumptions and ideas into a discovery structure -> use `define-opportunity-tree`19- The team needs the full business-model picture, not one testable claim -> use `foundation-lean-canvas`2021## Instructions2223When asked to create a hypothesis, follow these steps:24251. **State the Belief**26…
Excerpt shown under the repository's Apache-2.0 license.
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