Knowledge Acquisition Saturation Detection

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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File contents

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.

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.

yogsoth-ai/de-anthropocentric-research-engine/tree/main/skills/knowledge-acquisition-saturation-detection commit fe307e99e4

Frequently asked questions

npx skillmds@latest add yogsoth-ai/knowledge-acquisition-saturation-detection