Legal fights over training data, supply shocks in critical gases, and fresh security bugs are stressing AI's de facto guardrails. A looming helium shortage could slow chip fabrication and data center growth just as new clinical and materials discoveries accelerate. Practitioners warn that access controls, least privilege, and rapid patching may matter as much as model alignment.
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