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AI’s acceleration feels durable, driving government-tech clashes, agentic “vibecoding,” security anxieties, market tremors, and Plurality’s model-switching ease.

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Code and architecture often fail to convey meaning understandably. Not only humans but also AI models fail due to the consequences.