Feb 13, 2024 · Here I share a handful of approaches and patterns for generative AI, based on my evaluation of countless production implementations of LLM’s in production. The goal of these patterns is to help mitigate and overcome some of the challenges with generative AI implementations such as cost, latency and hallucinations.

Compared with traditional top-down design approach, generative design can address design problems efficiently, by using a bottom-up paradigm that uses parametric defined rules to generate complex solutions.

It is a companion book to the O'Reilly book Machine Learning Design Patterns. These are the design patterns covered in the book: Need to ensure generated text conforms to specific style rules for brand, accuracy, or compliance reasons. Need text to conform to a specific format or data schema for downstream processing.

Jun 12, 2024 · Generative AI design patterns provide a structured approach to creating innovative and effective AI solutions. By understanding and applying these patterns, professionals can harness the...

Oct 22, 2024 · Understand key architecture choices, design patterns, and best practices for building efficient, generative AI systems across real-world use cases.

Generative AI enables powerful new capabilities, but they come with some serious limitations that you'll have to tackle to ship a reliable application or agent. Luckily, experts in the field … - Selection from Generative AI Design Patterns [Book]

Aug 12, 2024 · As we continue to harness the power of Generative AI (GenAI), several key design patterns have emerged that enhance the context and performance of AI solutions. In this article, we’ll explore eight of the most effective GenAI design patterns that are revolutionizing the way we build and implement AI technologies. 1.

May 15, 2024 · Let’s explore different ways to facilitate conversations about melding Generative AI and your product’s functionality! There are three ways of looking at integration relationships between features and genAI: system scope, spatial, and functional.

Apr 22, 2024 · By recognizing the myriad of possibilities offered by LLMs, and understanding the design patterns that can be used to achieve them, readers will be equipped to push the boundaries of what is...

May 2, 2024 · These patterns emerge either as a cascade of mimicry — where one company’s innovation spawns a host of imitators, each tweaking the concept for their unique user bases — or as a convergence around a genuinely transformative capability of Generative AI.