The Gap Between Prototype and Production Most AI engineering teams can build a working agent in a day. The hard part is not building it; the hard part is operating it. Prompts drift. Tool configura...

Introduction Working with organisations that are attempting to create GitHub Copilot custom agents, take-up of these agents by their community becomes important to know. Some questions quickly emer...

 Enables enterprise-grade governance without changing your developer workflow. The official Microsoft Learn article (Configure Claude Code for Microsoft Foundry) gets you ~80% of the way there....

The single insight that changes everything Most "build an AI agent" tutorials collapse two completely different jobs into one tangled mess: the job of building an agent (writing the code, defin...

I started wondering: what if instead of one AI assistant generating code snippets, you had an entire squad of specialized AI agents. Each owning a single stage of the delivery pipeline, they could co...

In my recent experience as a Senior Consultant at Microsoft, I’ve been actively involved in designing and delivering AI-driven solutions, with a strong focus on building intelligent agents using mode...

Azure Multi-Tenant Architecture (B2C Scenario) Let’s start with a reference design commonly used in Azure-based systems. A pretty standard setup looks something like this: Microsoft Entr...

Why on-device voice still matters Most "voice AI" tutorials assume your audio leaves the machine. You ship a WAV to Whisper-API, your transcript to GPT-4, and a synthesized response back over the w...

High-Level Architecture This architecture represents an end-to-end Retrieval-Augmented Generation (RAG) pipeline where raw documents are ingested from Azure Blob Storage, processed using Document I...