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🔗 GitHub Repository
https://github.com/daveebbelaar/ai-cookbook/tree/main/models/openai/10-human-in-the-loop
⏱️ Timestamps
00:00 Human-in-the-Loop in AI
02:17 Python-Based Approaches
04:13 Tool Calling vs. Routing
07:50 Implementing Approval Steps
10:15 Production Patterns Overview
12:33 SSE Streaming for Real-Time Apps
19:14 Async Process for Backend Workflows
22:59 Key Concepts Recap
📌 Description
Learn how to implement human-in-the-loop for your AI agents with two Python approaches: LLM routing with structured output and tool call interception. I cover two production patterns; SSE streaming for real-time chat apps and async workflows with notifications, showing how to manage state, deferred execution, and stateless resume. Perfect for AI engineers building reliable agentic systems that require human approval before executing sensitive actions.
👋🏻 About Me
Hi! I’m Dave, AI Engineer and founder of Datalumina®. On this channel, I share practical tutorials that teach developers how to build production-ready AI systems that actually work in the real world. Beyond these tutorials, I also help people start successful freelancing careers. Check out the links above to learn more!
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