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AI competition moves beyond LLMs into distribution and hardware channels

As frontier AI models reach practical usability, competition is shifting from incremental improvements in model performance to a broader battle over distribution, application integration, and cost-effective deployment, according to DIGITIMES analyst Luke Lin. Developers are now racing to secure access to end users via devices and platforms, marking a new phase in AI competition that is expected to last for the next several years.