A 6-Step Framework for Designing GenAI Systems

Designing a GenAI system is challenging due to its diversity and complexity. With so many moving parts, solving any design problem is no small task. With each problem presenting varying complexity, a systematic approach is essential to break the problem into manageable pieces. Thus making it easier to tackle and address every design aspect effectively. Additionally, a structured method helps in handle unforeseen design problems within the GenAI paradigm. With this in mind, a novel approach called SCALED is proposed to design GenAI systems.

What is the SCALED framework?

SCALED is a step-by-step framework that guides the entire design process of a large-scale GenAI system. From defining system requirements, selecting the AI model, and deploying a robust, scalable system. Whether it is the creation of text generators, image synthesizers, or speech systems, SCALED ensures we place each piece of the puzzle in its right place. The following illustration shows what SCALED stands for:

Here are some key offerings of the SCALED framework:

1. The SCALED approach is a structured guide for navigating the key steps in every GenAI System Design process. It ensures that, at any stage, the next step is clearly defined and ready to be tackled.

2. By following this approach, the developed solutions will incorporate all the essential components needed to address any design challenge effectively. Moreover, SCALED ensures that the process is systematic and carefully thought out, resulting in robust and well-rounded outcomes.

Let’s discuss the six steps individually:

1. System requirements

The development of every great system begins with a thorough understanding of what it is meant to achieve. In this step, we scope the design problem by identifying functional requirements, which outline what the system should do, ...