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Necessity Evaluation

ASecurity

Evaluate the probability of necessity (PN) for a causal factor — would the conclusion fail if this factor were absent?

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  • Added May 27, 2026
research

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Scanned May 27, 2026

npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill necessity-evaluation --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: necessity-evaluation
description: Evaluate the probability of necessity (PN) for a causal factor — would the conclusion fail if this factor were absent?
execution: subagent
prompt: ./prompt.md
input: artifact (string), factor (string), conclusion (string)
used-by: [counterfactual-probing]
---

# Necessity Evaluation

Scores probability of necessity: P(Y would not hold | X absent).

## Execution

Subagent — spawned via subagent-spawning/spawn-agent.

## Why Subagent

Necessity evaluation requires careful counterfactual reasoning about absence, isolated from sufficiency judgments.

## Input

- **artifact**: The original artifact
- **factor**: The factor to evaluate for necessity
- **conclusion**: The conclusion that may depend on this factor

## Output

- **pn_score**: Probability of necessity (0.0–1.0)
- **reasoning**: Why this factor is/isn't necessary
- **alternative_paths**: Other ways the conclusion could hold without this factor
- **confidence**: Confidence in the PN estimate

## Budget

One unit = one necessity evaluation per factor.

Files in this skill

  • SKILL.md1 KB
  • prompt.md1.8 KB

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