decomposer

Convert natural language product requests into structured Contract JSON.

Updated Jun 3, 2026

Search Tags:#LLM #product design #CAD #semantic decomposition #Contract generation

Ready to run

npx skills add https://github.com/Xia12121/hybrid-design-agent --skill decomposer

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: decomposer
Source: https://github.com/Xia12121/hybrid-design-agent/tree/main/skills/decomposer
Command: npx skills add https://github.com/Xia12121/hybrid-design-agent --skill decomposer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires deepseek-v4-pro, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the semantic decomposition of natural language product requests into strict Contracts, streamlining the translation from user requests to CAD-ready specifications.

Core Features & Use Cases

Natural Language Decomposition: Convert free-form product descriptions into structured Contract JSON.
Contract Generation: Create detailed Contracts with constraints, features, and audit targets.
Use Case: Given a user request for a specific product design, the Skill generates a Contract that a CAD coder can implement and an auditor can verify, ensuring the design meets the specified requirements.

Quick Start

Use the decomposer skill to generate a Contract for the product request: "Design a 10cm tall, simple bear figurine."

Frequently Asked Questions about decomposer

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

FAQPage Schema

How do I convert natural language product requests into CAD-ready specifications?▼

To convert natural language product requests into CAD-ready specifications, you perform semantic decomposition to generate strict Contract JSON. This translates free-form design descriptions into structured constraints, features, and audit targets for CAD coders and auditors.

What is semantic decomposition for product design workflows?▼

Semantic decomposition for product design is the automated breakdown of natural language requests into structured Contract JSON. It translates free-form user inputs into strict constraints, features, and audit targets required for 3D CAD-ready specifications.

Do I need DeepSeek-V4-Pro to automate contract generation from product descriptions?▼

Yes, you need DeepSeek-V4-Pro to automate contract generation from product descriptions. This LLM dependency is explicitly required to process the natural language inputs and parse them into strict structured Contract JSON.

Can I use structured contracts to verify 3D product design requirements?▼

Yes, you can use structured contracts to verify 3D product design requirements. The generated Contract JSON includes specific audit targets and constraints that an auditor can check to ensure the CAD implementation meets the original specifications.

What are the limitations of using LLMs for strict contract generation in CAD workflows?▼

A key limitation of using LLMs for strict contract generation in CAD workflows is the dependency on DeepSeek-V4-Pro. Semantic decomposition of complex product requests relies entirely on the LLM parsing natural language inputs accurately into structured JSON without misinterpretation.