In this Realize Live 2025 episode recorded in Amsterdam, we sit down with John Skarakis and Yeshwant Mummaneni — two Chief Engineers from Altair — to explore one of the biggest questions facing the industry today: How will AI transform engineering? From physics-aware AI models to fully automated simulation agents, John and Yeshwant give a practical, no-buzzword look into how AI is reshaping product development, simulation workflows, and the engineering job role itself. This conversation moves from high-level vision to real-world implementation: how AI agents can launch CAD tools, mesh models, build solver decks, submit HPC jobs, post-process results — and even cluster outcomes to pick the best design direction in seconds. 🚀 In this episode, you’ll also learn:
What AI engineering really means for simulation teams
Why AI is “a new tool in the toolbox,” not a replacement for expertise
How Altair’s Physics AI cuts solver time from hours to seconds
The rise of AI simulation agents across CAD → Meshing → HPC → Post-processing
Why domain knowledge remains essential (“junk in, junk out”)
How GraphRAG and semantic context solve hallucination risks
Why trust, guardrails, and human-in-the-loop design matter
How Siemens’ acquisition of Altair accelerates AI-enabled engineering
The evolving role of the engineer: specialist vs. generalist
Where we are in the AI hype cycle — and what comes next
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