test-driven-development
OBobra/superpowers299k2,675 new stars in the last 7 days
Interpret completed experimental outputs after host/runtime execution using pre-declared statistical tests, effect/uncertainty estimates, reproducibility checks, and calibrated synthesis.
Interpret completed experimental outputs after host/runtime execution using pre-declared statistical tests, effect/uncertainty estimates, reproducibility checks, and calibrated synthesis.
required: [experiment_results, predeclared_analysis_plan, reproducibility_target]
optional: [assumptions, prior_findings, evidence_updates]
constraints: [consume named scientific objects; preserve provenance; keep unresolved uncertainty visible]
Do not perform called SOP operations inline; each loaded SOP owns its contract and thresholds.
statistical-testing to run the preregistered statistical tests and retain effect uncertainty.verify-reproducibility to verify the declared reproduction level.
If the results must be assembled into claims, evidence, and counterclaims, consider construct-argument-map. If several interventions or methods require comparative selection, consider rank-candidates.Deviation: reorder only when a dependency is already satisfied or unavailable; record the reason and confidence effect.
produces: [effect_estimates, uncertainty_summary, reproducibility_assessment, interpretation]
delta_fields: [uncertainties]
Stop synthesis when a required object is absent, a precondition is violated, or a counterexample invalidates the proposed conclusion; return the partial delta with the failure recorded.
| source | criterion | treatment |
|---|---|---|
| resolved v3 entries above | node-specific criteria | retained and specialized to the v4 object contract |
| experiment-execution/statistical-testing | $\alpha$ = 0.05 | fixed value retained where applicable |
| experiment-execution/sample-size-estimation | power = 0.8 | fixed value retained where applicable |
Return the node-specific research-state delta and preserve findings, evidence updates, uncertainties, decisions, open questions, and recommended jumps as applicable.
OBobra/superpowers299k2,675 new stars in the last 7 days
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Audit accessibility on Web, iOS, and Android to meet WCAG 2.2, with keyboard navigation and screen-reader support.
AFaffaan-m/ECC279k4,056 new stars in the last 7 days
AFaffaan-m/ECC279k4,056 new stars in the last 7 days
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