How AI Is Accelerating Engineering Simulations | Espresso Talks #16

What happens when AI moves beyond language and starts understanding the physical world? In Episode 16 of Espresso Talks by Sphere Energy, we explore Physical AI and how it could transform the way engineers simulate, design, and make critical decisions. From physics-governed AI models and faster simulation workflows to engineering data sovereignty, trust, and the risk of physics hallucinations, we look at what it really takes to bring AI into industrial engineering. The goal isn't to replace engineers. It's to give them an 80–90% head start on routine simulation and analysis, freeing their time and intuition for the decisions where human expertise matters most. ☕ Grab a coffee and join the conversation. 0:00 Introduction & Welcome 0:48 What is Physical AI? 2:16 Classical Simulations vs. Data-Driven Models 4:14 Grounding AI Models in Physical Laws 5:14 Model Interpretability & User Trust 7:45 Preventing Hallucinations in Engineering AI 8:49 Current State of AI in Engineering Workflows 10:42 Data Readiness & The Unified Data Layer 12:34 Data Sovereignty & Protecting Company IP 14:46 The 5-10 Year Future of Engineering Workflows 18:36 How AI Changes the Daily Workday 19:37 Closing Remarks 🌐 Learn more about Sphere Energy: https://www.sphere-intelligence.eu/ #PhysicalAI #EngineeringAI #IndustrialAI #ArtificialIntelligence #DeepTech