# Ablation Design

> Design ablation studies to isolate component contributions in ML systems

- Skill: `yogsoth-ai/ablation-design` (Agent Skill, multi-file: 2 files)
- Install (CLI): `npx skillmds@latest add yogsoth-ai/ablation-design`
- Raw SKILL.md: https://api.skillmd.com/api/skills/yogsoth-ai/ablation-design/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Web & Frontend
- Author: yogsoth-ai (https://skillmd.com/u/yogsoth-ai)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/yogsoth-ai/ablation-design

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# Strategy: Ablation Design

**Question**: What does each component contribute?

## Methodology

- **Systematic Ablation** (Newell 1974): Remove one component at a time, measure degradation.
- **Replacement Ablation**: Replace component with simpler alternative to isolate contribution.
- **Combinatorial Ablation** (ABLATOR): Test component subsets to detect interaction effects.
- **Conditional Ablation**: Ablate components under specific data conditions to find context-dependent contributions.

## Execution Flow

1. **ablation-component-mapping** → Map system architecture to ablatable units
2. **baseline-selection** → Select full-system and minimal-system anchors
3. **metric-specification** → Define metrics that capture component contribution
4. **sample-size-estimation** → Determine runs needed for reliable delta estimation
5. **statistical-method-selection** (tactic) → Choose appropriate significance tests for deltas

## Budget Gate

| Ablation Type | Components (N) | Min Runs | When to Use |
|---------------|---------------|----------|-------------|
| Systematic (leave-one-out) | 3-8 | N + 2 | Standard component analysis |
| Replacement | 3-8 | 2N + 2 | Need to distinguish "removal" vs "simplification" |
| Combinatorial (selected) | 4-6 | ~2N | Suspected interactions between components |
| Combinatorial (full) | 3-4 | 2^N | Small systems, need complete picture |
| Conditional | 3-6 | N * conditions | Context-dependent contributions |

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## Available Tactics

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

| Tactic | When to use |
| --- | --- |
| statistical-method-selection | Select appropriate statistical methods for experiment analysis |

## Available SOPs

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

| SOP | When to use |
| --- | --- |
| ablation-component-mapping | Map system architecture to ablatable units for ablation studies |
| baseline-selection | Select appropriate baselines for experimental comparison |
| metric-specification | Define experiment metrics and significance standards |
| sample-size-estimation | SOP: power analysis and required experiment count estimation |

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