Jan 20
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Want to start freelancing? Let me help: https://go.datalumina.com/7DnHzBg Want to learn real AI Engineering? Go here: https://go.datalumina.com/bnyLApI 💼 Need help with a project? Work with me: https://go.datalumina.com/TMGbUvO 🔗 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!