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ablation-brainstorm

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Remove components one by one, observe system changes to reveal hidden dependencies and generate ideas from structural gaps.

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How to use this skill

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  2. Copy the prompt below and paste it into your agent.
  3. Review the proposed files and risks before you approve installation.
Prompt to paste
I want to install this Agent Skill for this project in Codex.

Source SKILL.md: https://github.com/yogsoth-ai/de-anthropocentric-research-engine/blob/HEAD/skills/ablation-brainstorm/SKILL.md

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Ablation Brainstorm

Systematically remove components from a system one by one, observe what changes, and use the resulting insights to generate novel ideas.

State Ledger

ResourceTargetCurrent%
web-search2000%
web-research500%
paper-overview2000%
paper-search1200%
paper-research500%

HARD-GATE

Cannot exit strategy until ≥80% of each budget line is consumed OR yield targets are met with justification for remaining budget.

Available Tactics

TacticRole
coverage-analysisEnsure all components are ablated
evaluation-filteringScore and filter ablation-derived ideas

Available SOPs

SOPRole
ablation-executionRemove components one by one, record responses
dependency-identificationExtract dependency graph from ablation results
enumeration-synthesisSynthesize ablation insights into idea report

Execution Guidance

  1. Decompose: List all components of the target system
  2. Ablate: Run ablation-execution — remove each component, record effects
  3. Analyze: Run dependency-identification to find critical dependencies
  4. Ideate: For each critical dependency, ask "what if this were replaced/eliminated/redesigned?"
  5. Filter: Apply evaluation-filtering to rank generated ideas
  6. Synthesize: Produce structured report via enumeration-synthesis

Available Tactics

Optional, no fixed order; the final leaf is always a sop.

TacticWhen to use
coverage-analysisSystematic coverage evaluation pipeline — benchmark inventory, method-problem crossing, and intersection evaluation to map explored vs unexplored solution space.

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOPWhen to use
ablation-executionRemove components one by one from a system, record the response/impact of each removal.
dependency-identificationIdentify critical dependencies from ablation results, producing a dependency graph and highlighting critical components.
enumeration-synthesisSynthesize all systematic enumeration outputs into a structured idea report with prioritized recommendations.