How agentic systems change engineering Part 1 | Data-driven Engineering & Data-driven Shipbuilding
Cadmatic Podcast12 Dec 2025

How agentic systems change engineering Part 1 | Data-driven Engineering & Data-driven Shipbuilding

What if AI felt less like a tool and more like a colleague?


This episode dives into the real, practical ways AI is reshaping engineering work today. We talk with Madalina Florean, Director of AI at Cadmatic, about the shift from manual, menu-heavy workflows toward AI-powered intent-driven design.

We cover how AI agents can:

  • surface the right information across scattered systems
  • automate rule-based model validation (ISO, ASME, API and more)
  • speed up catalog and library management
  • support engineers inside the tools they already use - even during Teams meetings


The big idea: AI isn’t replacing engineers. It’s removing the boring stuff so creativity can finally breathe again.

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