ai-ml-design

What problem does it solve?

This Skill addresses the complexity of designing robust, secure, and efficient AI/ML systems and LLM applications, preventing common pitfalls and ensuring best practices are followed.

Core Features & Use Cases

• Systematic Design: Guides users through phased checklists for AI/ML system architecture, RAG pipelines, and agent development.
• Best Practice Integration: Incorporates established principles from leading AI engineering books and Anthropic research.
• Security & Evaluation Focus: Emphasizes security considerations and the critical role of evaluation in AI development.
• Use Case: When designing a new LLM-powered customer support chatbot, use this Skill to ensure the architecture is scalable, the retrieval mechanism is optimized, and appropriate security guardrails are in place.

Quick Start

Use the ai-ml-design skill to architect a new RAG pipeline for document analysis.