Component Surgery

Decompose ideas into components and apply surgical operations to generate transformed variants.

393|34|Updated Feb 10, 2026
One-click install
npx skills add https://github.com/Pthahnix/De-Anthropocentric-Research-Engine --skill component-surgery
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Component Surgery
Source: https://github.com/Pthahnix/De-Anthropocentric-Research-Engine/tree/main/skills/tactic/component-surgery
Command: npx skills add https://github.com/Pthahnix/De-Anthropocentric-Research-Engine --skill component-surgery

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Transforming ideas into actionable variants is labor-intensive and error-prone; teams struggle to explore multiple component-level edits quickly. This skill provides a structured method to surgically modify an idea's components to unlock diverse, coherent variants.

Core Features & Use Cases

  • Decompose an idea into components (model, data, loss, evaluation, preprocessing)
  • Select surgical operations based on component analysis to generate multiple transformed variants
  • Execute selected operations sequentially and return transformed variants
  • Yield a concise report of operations used and resulting ideas

Quick Start

Decompose an idea into components and apply at least two different surgical operations to produce transformed variants.

Frequently Asked Questions about Component Surgery

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate diverse variants from a single machine learning concept?

Idea transformation involves decomposing an idea into model, data, loss, evaluation, and preprocessing components, then applying subtract, multiply, divide, unify, or redirect operations to generate diverse, coherent variants for early ideation workflows.

How do I decompose an idea into components for cross-domain exploration?

Decompose an idea into components for cross-domain exploration by breaking it down into model, data, loss, evaluation, and preprocessing elements, then sequentially applying surgical operations to generate a concise report of transformed variants.

What surgical operations can I apply to modify concept components?

Surgical operations to modify concept components include subtract, multiply, divide, unify, and redirect. You select these based on component analysis and execute at least two sequentially to yield transformed Idea[] variants.

Does this ideation workflow require any external dependencies or frameworks?

This ideation workflow requires no external dependencies or frameworks. It independently decomposes ideas into components and applies surgical operations to generate transformed variants, making it easy to integrate into existing concept refinement pipelines.

When should I use component-level surgical edits instead of general brainstorming?

Use component-level surgical edits instead of general brainstorming when you need structured, coherent variant generation. It is ideal for early ideation and concept refinement where labor-intensive manual edits are error-prone and slow.