Kelvin Chan: From Math to Google AI, Nano Banana, How It’s Built & Where It’s Headed – E657

Kelvin Chan: From Math to Google AI, Nano Banana, How It’s Built & Where It’s Headed – E657

Author: Jeremy Au January 1, 2026 Duration: 30:03

Kelvin Chan, an AI researcher at Google, joins Jeremy Au to unpack his unconventional path from mathematics in Hong Kong to applied AI research across Singapore and the United States. They explore how AI research differs from traditional academic work, why iteration and results often matter more than theory, and how scale has transformed research culture from small experiments to highly collaborative, compute-heavy systems. The conversation covers the rapid evolution of image and video models including Google’s Nano Banana model, the push toward world modeling and embodied AI, and how AI tools are reshaping daily productivity for engineers. Kelvin also reflects on choosing AI in 2018 before it was mainstream, and why he believes the long-term future lies in AI as a trusted partner that augments human work rather than replaces it.

03:18 Image processing redirected Kelvin away from finance: Hands-on work with visual data revealed a stronger pull toward applied problem solving than abstract financial paths.

06:00 AI research prioritizes iteration over proofs: Progress comes from training models, debugging failures, and refining results rather than deriving formal guarantees.

09:16 Nano Banana reflects Google’s applied AI approach: Large-scale models are used to speed up coding, debugging, documentation, and internal productivity.

11:00 Results matter more than explanations in applied AI: Kelvin focuses on whether models work in practice, not on fully understanding internal neural mechanisms.

16:12 Scaling models reshaped research culture: Moving from millions to billions of parameters forced deeper collaboration and reduced solo experimentation.

20:05 World modeling targets physical understanding: Researchers aim to teach AI how gravity, motion, and real-world constraints actually behave.

26:25 Choosing AI before it was mainstream required risk: Kelvin’s decision to pursue AI in 2018 became the most defining and courageous move of his career.

Watch, listen or read the full insight at https://www.bravesea.com/blog/kelvin-chan-inside-google-ai

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There’s a unique energy building across Southeast Asia, a sense of possibility that’s palpable from Singapore’s skyscrapers to the bustling streets of Jakarta, Ho Chi Minh City, Manila, Bangkok, and Kuala Lumpur. BRAVE Southeast Asia Tech captures that momentum by going beyond the headlines and funding announcements. Host Jeremy Au, a venture capitalist and serial founder with a background from Harvard and Berkeley, steers these conversations with a distinct perspective-one that balances the hard metrics of growth with the very human elements of leadership and personal development. Each episode feels like a candid, in-depth dialogue, whether he’s speaking with a first-time founder navigating early traction or a seasoned investor mapping regional trends. You’ll hear genuine stories about building companies, the tough lessons learned from failures, and the often-overlooked journey of staying grounded while scaling rapidly. This isn’t about presenting a polished facade of success; it’s about the real work of creating something meaningful. With over eighty thousand regular listeners, this podcast has become a key resource for anyone invested in the region’s tech ecosystem. Jeremy brings his own experiences as a sci-fi enthusiast and a father into the mix, often exploring how broader perspectives on the future and empathy shape better leaders. Tune in for practical insights on venture capital, entrepreneurship, and management, all framed within the vibrant and complex tapestry of Southeast Asia. New conversations arrive every Monday, offering a thoughtful pause to reflect on how we build what’s next.
Author: Language: en-us Episodes: 100

BRAVE Southeast Asia Tech: Singapore, Indonesia, Vietnam, Philippines, Thailand & Malaysia Startups, Founders & Venture Capital VC (English)
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