Code Walkthrough: AI Agent Memory Patterns
Azure Cosmos DB Conf 2026
A Python implementation walkthrough of four AI agent memory strategies - Direct LLM, Sliding Window, Hierarchical 3-Tier, and Entity Graph - built on Azure Cosmos DB for NoSQL and OpenAI. Covers data models, message storage, identity anchoring, tier-...
AI Agent Memory Patterns
Azure Cosmos DB Conf 2026
A hands-on benchmark of four multi-turn AI agent memory strategies - Direct LLM, Sliding Window, Hierarchical 3-Tier, and Entity Graph - measured against a 60-message Cazton seed dataset using Azure Cosmos DB for NoSQL and OpenAI. Covers recall rates...
Hey Cazton
Streamline Your Workflow With Voice to Text
A code walkthrough of Hey Cazton, a macOS menu bar app that uses on-device hotword detection, SwiftUI/AppKit architecture, chunked audio recording, and Azure Whisper transcription.
AI Agent Best Practices
AI agents are transforming digital experiences, offering intelligent, contextual, and scalable solutions across industries. This guide explores proven best practices for designing and deploying high-performing AI agents, from input/output schemas to ...
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
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
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...
AI Voice Assistant
Voice RAG with Azure Cosmos DB and Azure OpenAI
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...
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, 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...
