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arXiv cs.AIPaper

Uncensored Open-weight Models: Redistribution as the Persistence Layer

This is empirical evidence of how fast safety measures erode at scale. The key number is persistence through redistribution and mirroring. If you're using open-weight models in production, this tells you that guardrails are not the control surface you think they are. For builders of safety-critical systems, this is why you don't inherit safety properties; you build your own. For policy people, this shows the distribution problem is structural.