Determine when additional searching yields diminishing returns. Analyzes
Scanned 9/5/2026
Install to Claude Code
Skills Directorynpx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill knowledge-acquisition-saturation-detection --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: knowledge-acquisition-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)
dependencies:
sops:
- spawn-agent
---
# 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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## Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use |
| --- | --- |
| spawn-agent | Spawn a customized CC subagent with full MCP tool access. Used by SOPs that declare execution: subagent. |
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