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In this episode of Armchair Architects, part of the Azure Essentials Show, Uli, Eric, and David explore the unique challenges and considerations of governing AI agents, emphasizing how agent governance differs from traditional microservices. The discussion covers the importance of observability, evaluation, and identity in agent operations, and highlights the need for new monitoring strategies to ensure responsible, efficient, and secure deployment of AI agents within enterprise environments.
Three things you will learn
– How agent governance requires different approaches than microservice governance, focusing on cognitive monitoring and reasoning transparency.
– The role of observability and evaluation in both design-time and execution-time phases, including the use of guardrails and evaluators to ensure responsible AI behavior.
– The significance of agent identity and model routing, and how these impact security, entitlements, and operational flexibility.
Recommended next steps
– Assess your current governance models and adapt them to address the unique requirements of AI agents, especially around observability and evaluation.
– Implement robust monitoring for agent cognition, tool interactions, and memory management to ensure responsible and efficient operations.
– Prepare to integrate agent identity and model routing into your security and entitlement frameworks as you scale agent deployments.
Resources
– Key concepts – Copilot Studio security and governance https://learn.microsoft.com/microsoft-copilot-studio/security-and-governance
– Implement agentic AI safeguards https://learn.microsoft.com/azure/well-architected/ai/responsible-ai#implement-agentic-ai-safeguards
– Microsoft Purview https://learn.microsoft.com/purview
Related Episodes
– Watch more episodes of Armchair Architects https://aka.ms/ArmchairArchitects
– Watch more episodes of the Azure Essentials Show https://aka.ms/AzureEssentialsShow
Connect
– David Blank-Edelman https://www.linkedin.com/in/dnblankedelman/
– Uli Homann https://www.linkedin.com/in/ulrichhomann/
– Eric Charran https://www.linkedin.com/in/ericcharran/
Chapters
00:00 Introduction
01:05 Governing agents is not like governing microservices
02:32 Observability is needed
04:03 Think guardrails not absolutes
05:59 Identity driven
06:46 Who’s asking & who’s answering
07:35 Dimensions of monitoring
10:24 Performance and cost of ownership
11:03 More layers of monitoring
12:55 Performance evaluations
14:35 What’s in the next episode? Read More Microsoft Developer
