Enterprise AI Platform Architecture

Background

Since I live in Tokyo, I have encountered many companies that don’t know how to implement an AI platform. This article shares my experience.

Design Approach (Brief Overview)

• 1. Build the enterprise application UI using Next.js and design the backend with Fast API/bedlock to achieve front-end and back-end separation.
• 1. Design a unified “Agent Runtime” architecture, using (intent/control/context builder/memory/tool) components.
• 1. Use an “event-driven” architecture to enable load balancing and asynchronous requests.
• 1. Use “microservices” to break down different features or services.
• 1. For the “model gateway,” different models can be switched at any time.
• 1. “Observability” is developed as a separate module to monitor and log every key step throughout the entire process.

AI Platform Architecture Diagram

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