From experiment to everyday: how one team made it real.

What happens when an engineering team stops treating AI as a side project and starts building through it?

Katerina Doneva, System Manager and Noman Latif, Software Architect at Ericsson, led exactly that shift. Her team integrated AI agents, Model Context Protocols and knowledge graphs into their daily workflow, not as an experiment, but as the actual way they build and ship software products today.

At Techheads 2026, she'll share what worked, what failed, and the real impact on productivity and delivery. No buzzwords, no theory. Just lessons from the messy middle between "let's try ChatGPT" and a fully AI-native engineering practice.

Whether you're skeptical of the hype or already deep in it, you'll leave with concrete takeaways you can use tomorrow.