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Skills/Git & Pull Requests
k-dense-ai avatar

Verifying Results Before Claiming

k-dense-ai/science-superpowers

This is the pre-commit hook for your brain before you report any finding.

GitHub stars
202
last updated
Jun 1, 2026
View on GitHubSave

Install

$ npx -y skills add k-dense-ai/science-superpowers --skill verifying-results-before-claiming --agent claude-code

Installs into .claude/skills of the current project.

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What it does

It enforces one iron law: run the analysis fresh, read the actual output, then make the claim. No "it was significant earlier," no "the script ran fine," no trusting what a subagent reported. You identify what command proves your claim, execute it from raw data with a fixed seed, read the estimate and interval, check assumptions, and only then state the result with evidence attached. The source is uncompromising about this, calling out common rationalizations like conflating training accuracy with model quality or reporting p-values without effect sizes. If you work with data and have ever caught yourself saying "it should work" before actually checking, this skill is the corrective.

Files

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Details

Repository
github.com/k-dense-ai/science-superpowers
Category
Git & Pull Requests
First seen
Jun 11, 2026

More from k-dense-ai/science-superpowers

All 15
  • Writing Science Skills
  • Designing The Analysis
  • Dispatching Parallel Investigations
  • Executing Analysis
  • Framing Research Questions
  • Investigating Anomalous Results
  • Preregistering Analysis
  • Receiving Critical Review
  • Reporting And Archiving Findings
  • Requesting Red Team Review
  • Setting Up Reproducible Analysis
  • Subagent Driven Analysis
  • Surveying Prior Work
  • Using Science Superpowers

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