Design human-in-the-loop approval workflows with Power Automate and Microsoft Teams
Advanced
AI Engineer
Solution Architect
Azure
Microsoft Foundry
Power Automate
Design human-in-the-loop systems for production multi-agent workflows using Power Automate and Microsoft Teams. Implement confidence-threshold escalation architectures, design asynchronous approval workflows for high-stakes agent actions, build human feedback collection and active learning pipelines, and configure audit workflows that provide complete human oversight records for regulated environments.
Learning objectives
By the end of this module, you're able to:
- Design confidence-threshold escalation architectures that route uncertain agent decisions to appropriate reviewers
- Implement asynchronous approval workflows for high-stakes agent actions using Power Automate and Microsoft Teams
- Build human feedback collection and active learning pipelines that continuously improve agent quality
- Configure audit workflows that provide complete human oversight records for regulated environments
Prerequisites
Before starting this module, you should have:
- Experience building multi-agent systems with Microsoft Foundry Agent Service
- Familiarity with Power Automate and Microsoft Teams bot development
- Understanding of confidence scoring and uncertainty in language model outputs
- Basic understanding of compliance and audit requirements in regulated industries
- Proficiency in Python
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