The Distillation Debate

The Distillation Debate (dispatch)

Our read

The panic over Chinese AI catching up misses how the sausage is actually made. Copying the teacher's answers via distillation lets you pass the test, but it doesn't teach you how to derive the formula. Silicon Valley is still the only place inventing new physics; everyone else is just downloading the PDF.

Published 2026-07-22

What happened

Western tech analysts are panicking over Chinese AI labs catching up to Silicon Valley, while top practitioners point out that Chinese models are relying heavily on distillation tricks.

The brief

Distillation is the intellectual equivalent of tracing a drawing. It looks identical to the untrained eye until you ask the artist to draw something new from scratch.

Key findings

  • Distillation is the intellectual equivalent of tracing a drawing. It looks identical to the untrained eye until you ask the artist to draw something new from scratch.

  • Their pitch: Chinese AI labs are pulling off a geopolitical miracle by catching up to Silicon Valley overnight.

The fight

Named sides below. The brief above already picked.

  • Geopolitical Panic

    Chinese AI labs are pulling off a geopolitical miracle by catching up to Silicon Valley overnight.

  • Practitioner Realism

    Chinese labs are running on borrowed intelligence, using cheap distillation tricks that will hit a hard ceiling the moment frontier models change architecture.

Why now

Why now. High engagement on practitioner Twitter debating Kimi K3 and Chinese open-weight models, alongside major news clusters from The Guardian and TechCrunch on the US-China AI race.

Receipts

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