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Abstract This paper examines the latest developments in the deployment and regulation of fourth‑generation autonomous vehicles (AV4) in the United States. It synthesizes technological advances, industry rollouts, regulatory shifts, safety outcomes, and socio‑economic implications, and identifies key barriers to widescale adoption while recommending policy and industry actions to accelerate safe integration.

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