The crucial layers of infrastructure that make up a production grade Agentic AI system.

SwirlAI is a publication dedicated to artificial intelligence (AI), machine learning, and data science. Readers can explore articles on topics such as deep learning algorithms, natural language processing (NLP), and computer vision. Additionally, they can learn about AI research advancements, industry applications, and practical tutorials for implementing machine learning models.

SwirlAI

A comprehensive framework for building production-grade agentic AI systems, outlining the evolution from simple prototypes to enterprise-ready applications. The hierarchy identifies critical infrastructure layers including model deployment, data storage, observability, evaluation, orchestration, security, and agent communication protocols. The framework emphasizes that enterprise systems require evaluation-driven development and robust observability from the start, unlike earlier 'cowboy' approaches that prioritized speed over quality.

Enterprise Agentic AI Hierarchy of Needs

The Cowboy Agentic AI Hierarchy of Needs.

The Enterprise Agentic AI Hierarchy of Needs.