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Pair Selector

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Select the next comparison pairs that maximize information gain given current ratings and comparison history.

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  • Added May 27, 2026
research

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A100/100

Pro scans all 2 files and shows the line behind each finding

Scanned May 27, 2026

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

Installs into .claude/skills of the current project.

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SKILL.md
---
name: pair-selector
description: Select the next comparison pairs that maximize information gain given current ratings and comparison history.
execution: subagent
prompt: ./prompt.md
input: current_ratings(object), comparison_history(array)
used-by: pairwise-ranking
---

# Pair Selector

Selects the next set of comparison pairs that would most reduce ranking uncertainty. Uses information-theoretic criteria (maximum entropy reduction, uncertainty sampling, or boundary proximity) to prioritize which pairs to compare next.

## Execution

Runs as a subagent. Receives current ratings and comparison history, returns an ordered list of recommended next pairs.

## Why Subagent

Pair selection requires reasoning about the full rating landscape and comparison graph structure. Isolating this as a subagent allows focused computation without polluting the orchestrator's context with matrix calculations.

## HARD-GATE

Output MUST contain at least one pair. Each pair must reference exactly two distinct candidates that exist in the current_ratings input.

Files in this skill

  • SKILL.md1 KB
  • prompt.md1.7 KB

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