Introduction: Memory is what transforms a stateless LLM into a contextually aware assistant. Without memory, every interaction starts from scratch—the model has no knowledge of previous conversations, user preferences, or accumulated context. This guide covers the memory architectures that enable persistent, intelligent AI systems: conversation buffers for recent context, summary memory for long conversations, vector-based […]
Read more →Search Results for: name
Getting Started with Azure Functions App
In my previous article I gave you an overview of Azure Functions and discussed about the benefits of the Azure Functions. With this session I will cover you with necessary steps to create an initial basic functions app. Getting Started: Login to Azure Portal, you will see Function Apps section in the left menu. This […]
Read more →Tool Use and Function Calling: Extending LLM Capabilities with External Actions
Introduction: Function calling transforms LLMs from text generators into action-taking agents. Instead of just producing text responses, models can now decide when to call external functions, APIs, or tools to accomplish tasks. This capability enables building assistants that can search the web, query databases, send emails, execute code, and interact with any system that exposes […]
Read more →Getting Started local development with Azure Cosmos DB services – Part 2
In my previous article we discussed about setting local development environment using Cosmos DB Emulator for Windows. With this part 2 of the article, we will cover developing, debugging and integration related aspects of using Cosmos DB Emulator. Developing with Cosmos DB Emulator Once you have Cosmos DB emulator installed and running on your machine, […]
Read more →Getting Started local development with Azure Cosmos DB services – Part 1
Azure Cosmos DB is a multi-API, multi-model highly scalable NoSQL database services from Microsoft Azure platform. In order to develop an application consuming Azure Cosmos DB requires an azure live subscription or emulator in your local machine. The Azure Cosmos DB Emulator provides a local development/test environment for Azure Cosmos DB development purposes. Using Azure […]
Read more →Azure in China
Microsoft Azure presence in China is always a question when there is a need for any customer to deploy azure applications specifically for Chinese Regional customers. Recently I had an interaction with a Microsoft Certified Trainer, who carelessly said Azure only uses Chinese partner based environment is only for serving CDN (Content Delivery Network) needs, […]
Read more →