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Build a hybrid AI voice agent that can intelligently hand off calls to a human. In this tutorial, you’ll add OpenAI real‑time tool calling, create a transfer‑to‑human tool, and wire up a SIP call transfer through Twilio so frustrated customers can be escalated fast. What you’ll learn: How tool calling works in the OpenAI real‑time API Where to implement transfer logic in the phone service How to configure Twilio SIP Trunks for call transfers Setting the SIP target URI and whitelisting IPs End‑to‑end demo of an AI agent escalating to a manager If you’re building voice AI, call center automation, or customer support agents, this is a practical, production‑style workflow. 🔗 RESOURCES • Playlist: • Building Production Voice AI Systems • Starter Code: https://github.com/TafadzwaD/realtime... • OpenAI Real-time API Docs: https://platform.openai.com/docs/guid... • OpenAI Voice Agents Guide: https://platform.openai.com/docs/guid... • Twilio Elastic SIP Trunking: https://www.twilio.com/docs/sip-trunking • Twilio Warm Transfer Tutorial: https://www.twilio.com/en-us/blog/dev... #OpenAI #AIVoiceAgent #Twilio #RealtimeAPI #AITutorial #VoiceAI #ConversationalAI #SIPTrunking #AIAgent #MachineLearning #AIPhoneAgent #WebDevelopment #TypeScript #Programming #TechTutorial #TafadzwaD #VoiceAI #AI #OpenAI #RealtimeAPI #ToolCalling #FunctionCalling #Twilio #SIP #SIPTrunking #CallTransfer #CallCenter #ContactCenter #CustomerSupport #VoiceAgent #VoiceBots #ConversationalAI #SpeechAI #Telephony #IVR #WebSockets #LLM #LLMApps #AIAutomation #SupportAutomation #AgenticAI #RealtimeVoice #AIPhoneAgent #AIEngineering #DevTutorial #programming Chapters: 00:00 - Introduction - Why AI Agents Need Human Escalation 00:19 - Getting the Starter Code from GitHub 01:08 - Creating a Git Branch for Changes 02:15 - Implementation Phase: Agent to Human Phone Call Transfer 02:33 - Understanding the AI Phone Service Architecture 02:55 - Creating the Transfer Tool Definition 03:52 - Registering Tools in the Real-time Session 04:24 - Configuring When to Trigger Human Escalation 04:52 - WebSocket Communication Flow 05:30 - Building the Tool Handler Method 06:15 - Implementing the Call Transfer Function 07:41 - Configuring Twilio SIP Endpoint 08:04 - Twilio Elastic SIP Trunk Setup 08:26 - Enabling Call Transfer & PSTN - Twilio 08:45 - Setting Up the Termination Domain 09:28 - IP Whitelisting for Security 09:56 - Using ngrok for Local Testing 10:37 - Configuring the Target SIP URI 10:56 - Setting Up OpenAI Webhook 11:26 - Live Demo: Frustration Detection & Transfer 12:00 - Outro & Extending the System