Uploaded November 2025 | Updated September 2026, 2 weeks ago
Connect with Yeshwant on LinkedIn: linkedin.com/in/yeshwant-mummaneni-98b3025
Connect with John on LinkedIn: linkedin.com/in/john-skarakis-b968434b
In this Realize Live 2025 episode recorded in Amsterdam, we sit down with John Skarakis and Yeshwant Mummaneni โ two Chief Engineers from Altair โ 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 โ and even cluster outcomes to pick the best design direction in seconds.
๐ In this episode youโll also learn:
- What AI engineering really means for simulation teams
- Why AI is โa new tool in the toolbox,โ not a replacement for expertise
- How Altairโs Physics AI cuts solver time from hours to seconds
- The rise of AI simulation agents across CAD โ Meshing โ HPC โ Post-processing
- Why domain knowledge remains essential (โjunk in, junk outโ)
- How GraphRAG and semantic context solve hallucination risks
- Why trust, guardrails, and human-in-the-loop design matter
- How Siemensโ acquisition of Altair accelerates AI-enabled engineering
- The evolving role of the engineer: specialist vs. generalist
- Where we are in the AI hype cycle โ and what comes next
ONLINE PRESENCE
================
๐ My website - jousefmurad.com
๐ My weekly science newsletter - jousef.substack.com
๐ธ Instagram - instagram.com/jousefmrd
๐ฆ Twitter - https://x.com/Jousefm2
CONTACT:
โโโโโโโโ
If you need help or have any questions or want to collaborate feel free to reach out to me via email: support@jousefmurad.com
#physics
#ai
#engineering
Disclaimer: Some of these links are affiliate links that make me earn a small commission when you make a purchase at no additional cost.
Podcast Recorded: Aug, 27th, 2025 - Subscriber Release Count: 43,799
Connect with Yeshwant on LinkedIn: linkedin.com/in/yeshwant-mummaneni-98b3025
Connect with John on LinkedIn: linkedin.com/in/john-skarakis-b968434b
In this Realize Live 2025 episode recorded in Amsterdam, we sit down with John Skarakis and Yeshwant Mummaneni โ two Chief Engineers from Altair โ 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 โ and even cluster outcomes to pick the best design direction in seconds.
๐ In this episode youโll also learn:
- What AI engineering really means for simulation teams
- Why AI is โa new tool in the toolbox,โ not a replacement for expertise
- How Altairโs Physics AI cuts solver time from hours to seconds
- The rise of AI simulation agents across CAD โ Meshing โ HPC โ Post-processing
- Why domain knowledge remains essential (โjunk in, junk outโ)
- How GraphRAG and semantic context solve hallucination risks
- Why trust, guardrails, and human-in-the-loop design matter
- How Siemensโ acquisition of Altair accelerates AI-enabled engineering
- The evolving role of the engineer: specialist vs. generalist
- Where we are in the AI hype cycle โ and what comes next
ONLINE PRESENCE
================
๐ My website - jousefmurad.com
๐ My weekly science newsletter - jousef.substack.com
๐ธ Instagram - instagram.com/jousefmrd
๐ฆ Twitter - https://x.com/Jousefm2
CONTACT:
โโโโโโโโ
If you need help or have any questions or want to collaborate feel free to reach out to me via email: support@jousefmurad.com
#physics
#ai
#engineering
Disclaimer: Some of these links are affiliate links that make me earn a small commission when you make a purchase at no additional cost.
Podcast Recorded: Aug, 27th, 2025 - Subscriber Release Count: 43,799










