ai-native-architect

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

1|Updated Mar 26, 2026
One-click install
npx skills add https://github.com/euroconic/noter --skill ai-native-architect
Or copy as Structured Prompt for Agent
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.