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/ablation-brainstorm

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

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de-anthropocentric-research-engine
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$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill ablation-brainstorm --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/ablation-brainstorm

Context preview

The summary Claude sees to decide when to auto-load this skill.

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

SKILL.md

ablation-brainstorm.SKILL.md
name: ablation-brainstorm
description: Remove components one by one, observe system changes to reveal hidden
  dependencies and generate ideas from structural gaps.
execution: strategy
dependencies:
  sops:
  - ablation-execution
  - dependency-identification
  - enumeration-synthesis
  tactics:
  - coverage-analysis

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

<!-- BEGIN available-tables (generated) -->

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. |

<!-- END available-tables (generated) -->

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Ships withde-anthropocentric-research-engine

The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.

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Repo: yogsoth-ai/de-anthropocentric-research-engine