earth-a-verified-answer-key-does-not-change-the-question
SolidUse at literature survey when you find that the supplied archive holds the source study's published output as well as its raw inputs, and again at hypothesis generation before anything is frozen. Covers what to do with the source's headline numbers in the hour you first recompute them, why a confirmed answer pulls a run into auditing the method that produced it, and the ordering rule that keeps the critique behind the delivered product.
Install
Quality Score: 82/100
Skill Content
Details
- Author
- tangxiangru
- Repository
- tangxiangru/AutoR
- Created
- 6 months ago
- Last Updated
- 2 weeks ago
- Language
- Python
- License
- NOASSERTION
Integrates with
Similar Skills
Semantically similar based on skill content — not just same category
double-check
Use when asked “are you sure/certain” or “I don't trust that”; recheck code/files from source and repeat prior analysis in full, not just changes.
quantitative-analysis
Answers a business question with data without fooling yourself — framing the question so an answer would change something, choosing the right comparison, checking the data before trusting it, recognizing the traps that produce confident wrong answers (aggregation reversals, survivorship, regression to the mean, multiple comparisons), and reporting uncertainty honestly. Use this to run an analysis, review one before acting on it, or work out why two people looking at the same data reached opposite conclusions.
content-research-and-sourcing
The research-and-sourcing craft — verify the substance of a piece before it publishes: trace stats to primary sources, kill zombie stats, catch AI-hallucinated citations, and attribute properly on social. Use when someone has a stat-heavy draft to make publish-ready, wants to check if a viral statistic is real, asks how to cite sources, used AI research output, or is making health/finance claims. Uses the FACTS framework. Reads brand-profile + the piece's format skill first. AI-supplied citations are guilty until verified; a working link is not verification; aggregators are leads, not the source; where none exists, reframe as owned observation or commission data. The agent verifies where it has search; the human clicks links where it doesn't; verification happens before scheduling; WoopSocial publishes. Never invents studies or reuses retracted stats. Distinct from idea-generation, data-and-original-research, quote-cards, and infographic-and-data-viz.