Technical Blog

FreshDiskANN: Revolutionizing Real-Time Similarity Search

FreshDiskANN: Revolutionizing Real-Time Similarity Search

In today's data-driven world, similarity search has become a cornerstone technology powering recommendation system, image recognition, natural language processing, and countless other applications. The ability to quickly find similar items in massive...

HNSW vs DiskANN

HNSW vs DiskANN

Searching large datasets effectively is a challenge, especially when each data item is represented as a vector. Traditional exact search methods can be too slow or require excessive memory, making them impractical for large-scale applications. Fortun...

OpenAI Agents API

OpenAI Agents API

Discover how OpenAI's latest Agents API is transforming AI development with autonomous agents, multi-turn conversations, and built-in tools like Web Search, File Search, and Computer Use. Learn how Cazton helps businesses integrate OpenAI, Azure Open...

Voice AI

The Future is Speaking Today

Voice AI

Imagine a world where interacting with technology feels as natural as having a conversation. Voice AI is transforming how we shop, work, and live - eliminating clicks and complicated interfaces in favor of simple, intuitive voice commands. From effor...

AI Voice Assistant

Voice RAG with Azure Cosmos DB and Azure OpenAI

AI Voice Assistant

In the ever-evolving landscape of artificial intelligence, the need for seamless, intelligent, and scalable communication between humans and AI assistants has become paramount. At our organization, we are thrilled to unveil the latest iteration of ou...

Voice RAG

Azure OpenAI and Azure Cosmos DB

Voice RAG

At Cazton, we specialize in creating AI systems that have high accuracy and performance. In this blog post, we showcase a cutting-edge system based on OpenAI Realtime Voice API that uses Azure OpenAI, Azure Cosmos DB for MongoDB, and advanced vector ...

vCore-based Azure Cosmos DB for MongoDB vs MongoDB Atlas

vCore-based Azure Cosmos DB for MongoDB vs MongoDB Atlas

This benchmark study provides a comprehensive comparison of Azure Cosmos DB for MongoDB (vCore) and MongoDB Atlas, with a focus on their performance in vector queries and how they can be leveraged for GenAI applications.

Fine-tuning vs RAG vs RAFT

Optimizing LLMs for Domain-Specific Question-Answering with Cazton's Expertise

Fine-tuning vs RAG vs RAFT

Fine-tuning, retrieval-augmented generation (RAG), and retrieval-augmented fine-tuning (RAFT) are three approaches used to enhance the performance of large language models (LLMs) in domain-specific question-answering tasks. Now we will compare and an...

Snowflake Experts

Unlocking Data Excellence with Snowflake

Snowflake Experts

Snowflake emerges as a versatile and powerful solution for organizations seeking to optimize their data management and analytics endeavors. With its comprehensive suite of features spanning various domains such as data warehousing, engineering, machi...

Retrieval-Augmented Fine-Tuning

A hybrid approach to LLM enhancement

RAFT

The article introduces RAFT, an acronym for Retrieval-Augmented Fine-Tuning, which revolutionizes domain-specific language models, particularly focusing on its application in enhancing the performance of Large Language Models (LLMs). We unravel the '...

Advanced RAG Techniques

Advanced RAG Techniques

The landscape of artificial intelligence (AI) has been constantly evolving, with generative AI emerging as a pivotal innovation. A crucial aspect of these advancements is the integration of retrieval systems, which significantly enhance the capabilit...

Create Your AI Team

Stay Ahead of the Competition

AI Agents

The realm of artificial intelligence has birthed a transformative evolution: autonomous agents powered by Large Language Models (LLMs). These agents transcend mere text generation, becoming problem-solving entities. From intricate planning strategies...