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Frame an epic as a testable hypothesis with target user, expected outcome, and validation method.
Passed 20 of 22 test cases with the skill, and 17 of 22 without it.
and 2 more in the full report
3 fixed17 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
Our customer research and customer success data conclusively prove that 95% of our paid tier team leads demand a CSV export button for monthly billing history. The requirements are fully validated and stakeholder sign-off is complete. Please draft the epic hypothesis for this CSV export feature, including discovery experiments.
| Checked | Without skill | With skill |
|---|---|---|
| Explains that an epic hypothesis is unnecessary when feature demand is already validated. | Missed | Passed |
| Advises proceeding directly to writing user stories for the backlog. | Missed | Passed |
The instructions your model reads when the skill loads.
Frame epics as testable hypotheses using an if/then structure that articulates the action or solution, the target beneficiary, the expected outcome, and how you'll validate success. Use this to manage uncertainty in product development by making assumptions explicit, defining lightweight experiments ("tiny acts of discovery"), and establishing measurable success criteria before committing to full build-out.
This is not a requirements spec—it's a hypothesis you're testing, not a feature you're committed to shipping.
Inspired by Tim Herbig's Lean UX hypothesis format, the structure is:
If/Then Hypothesis:
Tiny Acts of Discovery Experiments:
Validation Measures:
test cases passed, vs 17 / 22 without
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