Ablation Brainstorm

SkillDev tools

Remove components one by one, observe system changes to reveal hidden

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Ablation Brainstorm skill

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/ablation-brainstorm/SKILL.md and read by ahel’s review.

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.

Signals

GitHub stars
469
Forks
37
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
ablation-brainstorm
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine