Azure AI

Introduction In this blog post, we’ll dive into how to expose Azure AI Foundry endpoints through API Management, protect the APIs from overuse with token-based rate limiting, and monitor token usage per API subscriber. These features in API Management are known as GenAI gateway capabilities. Azure AI Foundry is a powerful platform for deploying and managing large language models (LLMs) for all sorts of AI-driven applications. These AI capabilities are available via API endpoints. Azure API Management is a platform designed to streamline and enhance the management of APIs, which offers a range of capabilities such as enhanced security, rate limiting, and monitoring etc. ...

Understanding and Mitigating Prompt Injection Attacks with Prompt Shield in Azure AI Studio Introduction In the fast-changing landscape of Generative AI and its applications, keeping AI models secure and reliable is very important. Prompt injection is one of the prominent attack identified against AI Implementations. Azure AI Studio offers a solutions to tackle these threats and is called Prompt Shield. This blog will explain what prompt injection attacks are, their possible effects, and how Azure AI Studio’s Prompt Shield can protect against them. ...

This guide will walk you through the process of enhancing language models using RAG architecture in Azure AI Studio. Retrieval-Augmented Generation (RAG) enhances Large Language Model (LLM) capabilities, like those of GPTs, by integrating an information retrieval system. This addition grounds data and controls the context for the LLM’s response generation.