ablation-execution

$npx mdskill add yogsoth-ai/de-anthropocentric-research-engine/ablation-execution

Systematically removes components to analyze their impact on a system

  • Identifies the role of individual components in a system
  • Uses subagent execution for iterative and isolated testing
  • Tracks cascading effects after each component removal
  • Delivers structured impact analysis for each modification

SKILL.md

.github/skills/ablation-executionView on GitHub ↗
---
name: ablation-execution
description: Remove components one by one from a system, record the response/impact of each removal.
execution: subagent
prompt: ./prompt.md
input: system (string)
used-by: ablation-brainstorm
---

# Ablation Execution

Systematically remove components from a system one by one and record the resulting changes.

## Execution

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

## Why Subagent

Ablation requires careful, systematic removal of each component while tracking cascading effects. Benefits from dedicated context to maintain the full system model during iterative removal.

More from yogsoth-ai/de-anthropocentric-research-engine

SkillDescription
abductive-hypothesis-generationStrategy: 面对异常的最佳解释推理
ablation-brainstormRemove components one by one, observe system changes to reveal hidden dependencies and generate ideas from structural gaps.
ablation-component-mappingMap system architecture to ablatable units for ablation studies
ablation-designDesign ablation studies to isolate component contributions in ML systems
abp-vulnerability-classificationClassify assumptions on 2 axes — load-bearing (how much conclusion depends on it) × vulnerable (how likely to be false). Focuses attention on High-Load × High-Vulnerable quadrant.
abstraction-extractionExtract abstract principles from concrete domain cases. Strips domain-specific details to reveal transferable mechanisms.
abstraction-ladderPerform bisociation at multiple abstraction levels
abstraction-ladderingMove between concrete and abstract framings — 3 levels up (Why?) and 3 levels down (How?) to find the most productive research level.
abstraction-to-designAbstract biological principle to design principle. Bridge from biology to engineering.
action-priority-matrixCompute Risk Priority Number (RPN = S x O x D), classify failure modes into H/M/L action priority per AIAG-VDA tables.