# Ablation Brainstorm

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

- Skill: `yogsoth-ai/ablation-brainstorm` (Agent Skill)
- Install (CLI): `npx skillmds@latest add yogsoth-ai/ablation-brainstorm`
- Raw SKILL.md: https://api.skillmd.com/api/skills/yogsoth-ai/ablation-brainstorm/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: yogsoth-ai (https://skillmd.com/u/yogsoth-ai)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/yogsoth-ai/ablation-brainstorm

---


# 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

| Resource | Target | Current | % |
|----------|--------|---------|---|
| web-search | 20 | 0 | 0% |
| web-research | 5 | 0 | 0% |
| paper-overview | 20 | 0 | 0% |
| paper-search | 12 | 0 | 0% |
| paper-research | 5 | 0 | 0% |

## 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

| Tactic | Role |
|--------|------|
| coverage-analysis | Ensure all components are ablated |
| evaluation-filtering | Score and filter ablation-derived ideas |

## Available SOPs

| SOP | Role |
|-----|------|
| ablation-execution | Remove components one by one, record responses |
| dependency-identification | Extract dependency graph from ablation results |
| enumeration-synthesis | Synthesize 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

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## Available Tactics

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

| Tactic | When to use |
| --- | --- |
| coverage-analysis | Systematic 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.

| SOP | When to use |
| --- | --- |
| ablation-execution | Remove components one by one from a system, record the response/impact of each removal. |
| dependency-identification | Identify critical dependencies from ablation results, producing a dependency graph and highlighting critical components. |
| enumeration-synthesis | Synthesize all systematic enumeration outputs into a structured idea report with prioritized recommendations. |

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