Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
LLMs in Enterprise

You're reading from   LLMs in Enterprise Design strategies for large language model development, design patterns and best practices

Arrow left icon
Product type Paperback
Published in Apr 2025
Publisher Packt
ISBN-13 9781836203070
Length
Edition 1st Edition
Languages
Concepts
Arrow right icon
Authors (2):
Arrow left icon
Ahmed Menshawy Ahmed Menshawy
Author Profile Icon Ahmed Menshawy
Ahmed Menshawy
Mahmoud Fahmy Mahmoud Fahmy
Author Profile Icon Mahmoud Fahmy
Mahmoud Fahmy
Arrow right icon
View More author details
Toc

Summary

This chapter looked into the advanced methodologies that enhance the context sensitivity of LLMs, a critical evolution as these models are increasingly deployed across diverse sectors like healthcare, finance, and customer service. The chapter begins with an exploration of why contextual customization is crucial, illustrating how this shift from generic models to context-aware systems can significantly improve the interaction quality between AI and users by providing more relevant and precise responses.

The chapter discusses the utilization of external memory systems, particularly vector storage solutions like Chroma, to improve LLMs' ability to manage and utilize context effectively. By storing domain-specific data as embeddings, these systems allow LLMs to dynamically access a wealth of information beyond their immediate processing capacity, enhancing their contextual understanding and enabling more nuanced interactions.

A significant focus is given to the practical implementation...

lock icon The rest of the chapter is locked
arrow left Previous Section
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at €18.99/month. Cancel anytime