---
title: "Deterministic Networks by Design: Why operators can't let AI guess on live networks Webinar"
description: In this session, Pablo Tapia, Chief Product Officer, and Luis Ortega, Chief Technology Officer at Tupl, explain why agents should reason while deterministic systems act, and how that split makes automation both safe and affordable in practice.
---

![1240x400 Register now (10)](https://pages.rcrtech.com/hs-fs/hubfs/1240x400%20Register%20now%20(10).png?width=1240&height=400&name=1240x400%20Register%20now%20(10).png "1240x400 Register now (10)")

Only 16% of GenAI deployments have reached network operations, and most operators are still at TM Forum autonomy Levels 2-3. The reason isn’t a lack of AI. It’s that nobody wants AI guessing on a live network.

In this session, Pablo Tapia, Chief Product Officer, and Luis Ortega, Chief Technology Officer at Tupl, explain why agents should reason while deterministic systems act, and how that split makes automation both safe and affordable in practice. Agents diagnose and recommend, then proven workflows execute with full traceability. They’ll share the results this approach is delivering today across multiple Tier 1 operators, and where it goes next: operators defining the outcomes they need, and applications built to deliver them. 

![Pablo](https://pages.rcrtech.com/hs-fs/hubfs/Pablo.png?width=170&height=170&name=Pablo.png "Pablo")

Pablo Tapia  
Chief Product Officer  
Tupl

![Luis-1](https://pages.rcrtech.com/hs-fs/hubfs/Luis-1.png?width=170&height=170&name=Luis-1.png "Luis-1")

 Luis Ortega  
Chief Technology Officer  
Tupl

![RCRTech](https://pages.rcrtech.com/hs-fs/hubfs/RCRTech.png?width=480&height=200&name=RCRTech.png "RCRTech")