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First Principles Manufacturing

Yuanwei Ma

Manufacturing AI researcher and engineer based in Novi, Michigan. I build quality inspection systems that bridge Chinese manufacturing expertise with American automation. Former academic (PhD), now on the factory floor. Writing about what actually works

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Substack
PricingOnly free issuesPublishesWeekly
Issues10Founded4 months agoLast Issue8 days ago
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Latest Issues

Is Manufacturing at Dusk or Dawn?

People will tell you manufacturing had its decades of development — mature, saturated, done. Maybe. But there has never been a moment when this much intellectual firepower was pointed at this industry.

1. Two storylines

Physical AI...

8 days ago
3
1

The Builder Cannot Be the Verifier

On August 13, DeepSeek open-sourced its agent harness. Twenty-two thousand GitHub stars in an hour and a half; past sixty-five thousand within a day. The README says:

Everything is a plugin. Every run is traceable.

This is fascinating —...

18 days ago

The Physics of a Burr

Walk into any die casting plant and the loudest corner isn’t the casting machines. It’s the deburring benches. Sparks, dust, anti-vibration gloves — a row of workers hunched over, running the edge of every single casting by hand.

And the b...

22 days ago
1

The Universe Is Not Someone Else’s Computer

My RTX 3080 can run Battlefield only because it never renders the whole battlefield. The explosion behind you, the collapsing building, your teammate’s body — none of it gets drawn until the instant you turn your head. This is called frustu...

a month ago

The Submillimeter Trap of Embodied AI

I. The Demo Was Impressive. But Can It Deburr?

The demo was impressive. A humanoid robot walks to a cabinet, opens the door, takes out a cup, and places it on the dining table. The whole sequence flows like a skilled housekeeper. The pr...

a month ago

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  • Yuanwei Ma

    A nuclear engineer building AI + robotics for inspection, grinding, deburring, and welding — from a Novi, Michigan lab. Weekly field notes from the American factory floor.

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