yogsoth-ai/de-anthropocentric-research-engine

evaluate-necessity-sufficiency

Test whether a proposed cause/mechanism is necessary and/or sufficient under controlled counterfactual or intervention comparisons.

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How to use

  1. Copy the installation command and review the source package before installing it in your own agent environment.
  2. Check the source document for required tools, credentials and supported hosts.
  3. Describe your input and desired deliverable; review the output against the source material.
npx skills add https://github.com/yogsoth-ai/de-anthropocentric-research-engine --skill evaluate-necessity-sufficiency

Before you start

  • Installation does not include a model subscription, API allowance or permission to access your files.
  • Repository stars and installation counts describe activity, not an independent quality or security test.
Original skill document

Rendered from the source repository. Headings, examples, code, tables, links, and referenced images are preserved.

evaluate-necessity-sufficiency

Purpose

Test whether a proposed cause or mechanism is necessary and/or sufficient under controlled counterfactual or intervention comparisons.

Input contract

yaml
required: [cause_or_mechanism, outcome, comparison_conditions]
optional: [counterfactual_worlds, intervention_data]
constraints: [necessary and sufficient tests must be reported separately]

Procedure

  1. Define removal/absence and presence/intervention contrasts.
  2. Compare outcomes under held-fixed conditions.
  3. Report necessity, sufficiency, confounds, and uncertainty.

Output contract

yaml
produces: [necessity_result, sufficiency_result, comparison_table, confounds]
delta_fields: [findings, evidence_updates, uncertainties, decisions]

Quality gates

  • A necessity claim needs an absence/removal comparison; sufficiency needs a presence/intervention comparison.

Failure and counterexamples

Do not infer necessity from correlation or sufficiency from one positive case.

Provenance map

  • resolved: causal-necessity-testing

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