AI for Design Optimization - Namwoo Kang | Deep Dive @JousefM
AI for Design Optimization - Namwoo Kang | Deep Dive  @JousefM
Uploaded November 2025 | Updated September 2026, 1 week ago
Explore NarniaLabs: narnia.ai
Connect with Namwoo on LinkedIn: linkedin.com/in/namwoo-kang-79347386

In this deep-dive masterclass, Professor Namwoo Kang of the KAIST Smart Design Lab and co-founder of Narnia Labs breaks down how AI is transforming design optimization, solving problems that traditional simulation and surrogate-based optimization can’t handle.

He explains why real industrial design problems are high-dimensional, why classical parameterization methods fail, and how generative AI, predictive AI, and optimization AI work together in a unified framework to reduce design complexity through latent-space optimization.

Through a detailed case study on automotive wheel design, Namwoo shows:

- How AI automatically extracts shape features
- Why dimensionality reduction is the key to fast, robust optimization
- How 2D β†’ 3D reconstruction enables photorealistic and engineering-valid designs
- How synthetic CAD data + deep learning enable accurate stress prediction
- How domain adaptation solves β€œnew product” prediction failures
- How implicit neural representations enable true 3D optimization with minimal data

This is one of the clearest explanations of AI-enabled engineering design, showing real applications, real challenges, and real solutions used by KAIST and Narnia Labs today.

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Deep Dive Recorded: Nov, 18th, 2025 - Subscriber Release Count: 43,808
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AI for Design Optimization - Namwoo Kang | Deep Dive

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