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The article argues that abundant AI intelligence will not eliminate business moats but will shift value to companies that translate AI models into real-world outcomes through coordination, workflow data, and structural necessity.
The article argues that AI application layer companies cannot rely on fine-tuning, evals, or model routing for a sustainable moat; instead, product shape—a deeply opinionated, fit-for-purpose design—is the true defense against model providers like OpenAI and Anthropic.
Discusses whether application-layer developers still have opportunities given that giants like OpenAI and Anthropic may dominate the underlying AI capabilities, and how to choose the right direction.