reframe

Design system architectures from primitives for AI-native paradigms.

1|Updated Apr 14, 2026
One-click install
npx skills add https://github.com/lidessen/skills --skill reframe-lidessen
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: reframe
Source: https://github.com/lidessen/skills/tree/main/skills/reframe
Command: npx skills add https://github.com/lidessen/skills --skill reframe-lidessen

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps teams develop and refine architectural concepts in immature or emerging paradigms, preventing traditional design assumptions from limiting innovation.

Core Features & Use Cases

  • Essence Extraction: Distill the core functions of a domain into abstract, paradigm-agnostic operations.
  • Primitive Identification: Define operational primitives unique to new paradigms like AI-native or agent-first systems.
  • Skeleton Construction: Rebuild system architecture from primitives, avoiding old skeletons.
  • Stress Testing: Evaluate skeletal robustness without traditional crutches to ensure paradigm fit.
  • Use Case: For a team exploring AI-native customer relationship management, use this skill to craft a foundational system architecture aligned with emerging best practices.

Quick Start

Invoke /reframe with a target domain to begin crafting a new paradigm-aware system design.

Frequently Asked Questions about reframe

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

FAQPage Schema
What is system design reconstruction for emerging paradigms?

System design reconstruction for emerging paradigms is the process of distilling domain functions into abstract operations and rebuilding architecture from new operational primitives. It prevents traditional design assumptions from limiting innovation in immature fields like AI-native systems.

How do I design an AI-native system architecture without traditional assumptions?

To design an AI-native system architecture without traditional assumptions, extract paradigm-agnostic essence functions, identify unique operational primitives, and construct a new architectural skeleton. Systematic stress testing then validates the design's robustness without relying on old structural crutches.

Can I stress test a conceptual system skeleton before implementation?

Yes, you can stress test a conceptual system skeleton before implementation. By evaluating skeletal robustness against paradigm-specific operational primitives, you can identify structural weaknesses and validate architecture fit early in the exploratory design phase without needing a deployed system.

When do I need to extract operational primitives for system architecture?

You need to extract operational primitives for system architecture when exploring unestablished paradigms like agent-first systems. This process defines foundational operations unique to the new domain, enabling you to rebuild architecture from the ground up rather than modifying existing frameworks.

What is the best way to shift a system architecture paradigm?

The best way to shift a system architecture paradigm is to systematically extract core domain functions, identify new operational primitives, and rebuild the architectural skeleton from scratch. This approach ensures the new design is grounded in the emerging paradigm rather than old assumptions.

Does this architectural reconstruction approach work for agent-first systems?

Yes, this architectural reconstruction approach works for agent-first systems. It specifically targets innovative domains by deriving foundational functions and operational primitives suited for agent-first architectures, ensuring the rebuilt skeleton aligns with emerging best practices through primitive grounding.