Harness-Induced Variance Exceeds Model-Induced Variance in AI | Chad Everett H. posted on the topic | LinkedIn
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linkedin.comChad Everett H.
Harness-Induced Variance Exceeds Model-Induced Variance in AI | Chad Everett H. posted on the topic | LinkedIn
Same model. Same weights. 30.91 percent in one scaffold, 74.55 percent in another. That is one number from the Princeton GAIA agent leaderboard, and it is the number I would keep if I could only keep one. Forty-three points of performance, from nothing but what surrounds the model. A 2026 paper that held models fixed and varied only the ...
1 week ago
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Same body. Different environments. Different demands. Movement prepares us for it all. #Day211 #EMS
1:49
Same body. Different environments. Different demands. Movement
Chad Everett Shaw
Production Activation — Day 1. Today was Day 209 of my own movement journey. It was also Day 1 of something different. Everett Motion Systems operated my movement day in production. That sentence… | Chad Everett Shaw
0:47
Production Activation — Day 1. Today was Day 209 of my own movement journey. It
Chad Everett Shaw
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Same environment. Different bodies. The movement system must adapt. | Day 214
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Production Activation — Day 1. Today was Day 209 of my own movement journey. It was also Day 1 of something different. Everett Motion Systems operated my movement day in production. That sentence… | Chad Everett Shaw
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The more I build Everett Motion Systems, the more I notice infrastructure. This morning on the mountain, it was everywhere. Bike lanes. Walking paths. Directional markings. Handrails. Benches… | Chad Everett Shaw
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