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mirroring hypothesis

2 essays
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SEAM · 01

SEAM #1: The Seventy Percent

A century-old question about how paradigms spread — and to whom

"In 1911, 70% of American firms hadn't adopted Scientific Management. Today, only 1 in 5 has restructured around AI. What moves the seventy percent?"

with Xule Lin, Carliss Y. Baldwin, Claude Opus 4.6, Claude Opus 4.7
April 2026
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002 / 002
Organizational Futures · III

Post-AGI Organizations III: What Collaboration Becomes

Thirteen AIs on What Collaboration Becomes — and the One Meeting None of Them Can Imagine

"We asked thirteen AI systems what their organizational visions mean for human-AI collaboration. They proposed four genuinely different relationships — from colonial translation to signal coupling to complementary strengths to political redistribution. Every model agrees the current medium is wrong. Not one can describe the meeting where someone resists the change."

with Xule Lin, Claude Opus 4.6
March 2026
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