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Applied AI·August 12, 2026·1 min read

Building the case for specialized AI

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If base models are commoditizing, the durable edge shifts to domain-specific data, constraints, and UX—specialized AI is a product and integration problem, not a parameter-count race. This week, pick one critical workflow and ask: what proprietary signals and guardrails would a specialist model need here that a generic API doesn’t have.