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Why OpenAI and Anthropic Must Expand Beyond AI Models

Artificial intelligence is reshaping the technology industry, but the biggest winners may not be the companies developing AI models alone. Eddie Yoon, co-founder of Category Pirates, joins Remy Blaire to break down the six layer AI technology stack, from chips and power infrastructure to software and consumer applications, and explain why companies operating across multiple layers could have a long term competitive advantage.

With OpenAI and Anthropic attracting attention ahead of potential IPOs, Eddie discusses the debate around revenue reporting and the sustainability of AI growth. He argues that while both companies could deliver extraordinary revenue growth, their long term success may depend on expanding beyond AI models into other parts of the technology ecosystem, including infrastructure and consumer hardware.

The conversation also explores why established software companies may be more resilient than some investors expect. Eddie explains that AI is advancing rapidly in areas such as coding and mathematics, where results can be tested and validated automatically. However, enterprise decisions often require human judgment, collaboration and accountability, making it harder for AI startups to replace established business software overnight.

Eddie also examines who should be held responsible when AI systems make costly mistakes. He argues that businesses must maintain proper safety measures and clear human accountability, particularly when decisions affect customers and public safety. As AI adoption expands, responsible oversight will remain essential to integrating the technology into everyday business operations.

Finally, Eddie explains why major technology companies such as Meta and Alphabet may have an advantage over AI startups. Their established cash flows and ability to fund infrastructure investments give them greater flexibility to build across multiple layers of the AI stack, while startups may remain more dependent on external capital and successful IPOs.

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