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Essays about AI, specialized software, and the work of turning business data into reliable system operations.

The Human Layer Between Business Data and Software Is Becoming AI Work

Business documents are designed for people, while software requires explicit objects, fields, and relationships. AI can begin to take on the interpretation and source-to-target adaptation that people have traditionally supplied between them.

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As Models Become More General, Why Do We Still Need Specialized Software?

Completing a task once and preserving a tested way to handle that class of task are different achievements. Stronger models can expand both the use and the construction of specialized software.

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The Model Can Be General. The Question Cannot.

Specialized software makes an intelligent task more precise: it identifies what the model must decide and moves settled retrieval, rules, and execution into deterministic software.

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