What Chip Huyen thinks about design

@chip-huyen · 37 positions · On ppll ↗

Engineer and writer on machine-learning systems; author of Designing Machine Learning Systems and AI Engineering.

Chip Huyen did not write this page.

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1 dated position, 2025, in their own words. Our reading of what Chip Huyen has said — not written or endorsed by them.

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1. 16 Jan 2025

   Our readingAs AI products converge on the same underlying models, product design becomes the real differentiator, not the model itself.

   Their wordsBecause everyone uses the same models nowadays, the AI components of AI products are similar, and the differentiation is product.

   ↗Common pitfalls when building generative AI applicationshuyenchip.com 1st of 3 in this piece