Constitutions for the multiagent era: how AI constitutions can govern agent organizations

sethlazar · x · 2026-10-22

Nick Caputo argues AI constitutions must evolve from governing individual models to governing organizations of agents. Users now spin up whole agent/subagent orgs; OpenAI deployed a 10,000-agent swarm on the Navier-Stokes Millennium Prize problem, and agent swarms are becoming the new scaling law. Citing the Hugging Face incident and Anthropic's warning about self-replicating invasive-species agents, he notes organizational misalignment can emerge through drift, miscoordination, and misunderstanding even when every individual is aligned. Human constitutionalism offers four tools — delegation, authority, enforcement rules — for governing complex agglomerations of independent actors, which he proposes migrating to AI governance. Contextualizes Claude's Constitution, the OpenAI Model Spec, and Microsoft's Humanist AI Code of Conduct.

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