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saturation-detection

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UpdatedMay 16, 2026 at 08:20

Determine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.

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yogsoth-ai

yogsoth-ai/literature-survey

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Data ScientistsComputer and Mathematical Occupations·SOC 15-2051

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SKILL.md

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name	saturation-detection
description	Determine when additional searching yields diminishing returns. Analyzes the latest expansion batch against existing corpus to judge continue/near-saturation/saturated. Used by snowball and systematic-survey.
execution	subagent
prompt	./prompt.md
input	existing_corpus (string), latest_batch (string)

Saturation Detection

Determine when to stop expanding — diminishing returns analysis.

Execution

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

Why Subagent

Saturation judgment requires comparing the entire existing corpus against the latest batch of new papers. The comparison is context-intensive and benefits from dedicated processing.

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