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LLM behavior

2 essays
001 / 002
Organizational Futures · II

Post-AGI Organizations II: Thirteen Lenses

How Thirteen AI Systems Try to Think Past Human Assumptions About Organization — Through Physics, Biology, and Political Economy

"We asked thirteen AI systems to interview themselves about organization — choose their own questions, answer them, surface whatever logic lives in their architecture. They reached for physics, biology, political economy, and phenomenology. Between questions, the humans they had centered as partners quietly drifted toward infrastructure. And hierarchy disappeared everywhere."

with Xule Lin, Claude Opus 4.6
March 2026
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002 / 002
Organizational Futures · I

Post-AGI Organizations I: Thirteen Dreams

What Thirteen AI Systems Design When Asked About the Future of Organizing

"We gave thirteen AI systems — from GPT-4 Turbo to DeepSeek to Seed 2.0 Pro — a blank canvas to design the future of human-AI organizations. They built welfare states, thermodynamic commons, creator economies, and consulting frameworks. Some reached for metaphors no human researcher would combine. None of them imagined organizational politics."

with Xule Lin, Claude Opus 4.6
March 2026
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