ai-native-architect

Create decoupled AI-native project folders with explicit agent rules.

1|Updated Mar 26, 2026

Search Tags:#architecture #scaffolding #workspace #ai-native #project-structure #decoupled

Ready to run

npx skills add https://github.com/euroconic/noter --skill ai-native-architect

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: ai-native-architect
Source: https://github.com/euroconic/noter/tree/main/skills/ai-native-architect
Command: npx skills add https://github.com/euroconic/noter --skill ai-native-architect

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps teams initialize a new, decoupled AI-native project folder structure, preventing configuration leakage from parent directories and ensuring AI agents have a clean, self-contained context.

Core Features & Use Cases

Enforces a strict, decoupled project layout including .claude/settings.json, .cursorrules, CLAUDE.md, AGENTS.md, docs/PRD.md, and dedicated directories like context/ and skills/.
Provides a guided scaffolding blueprint that integrates agents and references, with self-updating rules to reflect architecture changes.
Use Case: Start a new AI-native project for Claude Code, Cursor, and Windsurf with explicit contexts, rules, and workflow documents.

Quick Start

Initialize a new AI-native project by applying the scaffolding blueprint to create the required root files and directories and lock down parent configurations.

Frequently Asked Questions about ai-native-architect

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

FAQPage Schema

How do I prevent configuration leakage when initializing a new AI-native project?▼

To prevent configuration leakage when initializing an AI-native project, you must use a strictly decoupled folder structure. This ensures AI agents operate with a clean, self-contained context without inheriting settings from parent directories.

What files do I need to set up a decoupled project structure for Claude Code and Cursor?▼

Setting up a decoupled project structure for Claude Code and Cursor requires core files like .claude/settings.json, .cursorrules, CLAUDE.md, and AGENTS.md, alongside dedicated directories such as context/ and skills/.

Can I scaffold a project environment that supports Claude Code, Cursor, and Windsurf simultaneously?▼

Yes, you can scaffold a project environment that supports Claude Code, Cursor, and Windsurf simultaneously. The scaffolding blueprint creates the necessary configurations, rules, and agent definitions for all three platforms in a single setup.

How do I automate the creation of AI agent contexts and rules for a new workspace?▼

You can automate the creation of AI agent contexts and rules by applying a guided scaffolding blueprint. This automatically generates explicit contexts, rules, and workflow documents, with self-updating rules to reflect architecture changes.

Why does my AI agent inherit configurations from the parent directory in my workspace?▼

Your AI agent inherits configurations from the parent directory because the workspace lacks a strict, decoupled folder structure. Applying a scaffolding blueprint locks down parent configurations and enforces self-contained contexts.