Perspectives
A few practical ways to think about AI, product scope and software in complex operations.
Applied AI
A smaller language model can be useful when a workflow has a narrow vocabulary, focused tasks and clear evaluation criteria. Start with the job to be done, the source material and the level of human review needed.
Product development
An MVP should test one important assumption with the smallest coherent experience. Define the user, the decision to validate and the evidence that would justify the next investment.
Business systems
Useful AI fits existing work: it can access the right context, explains where information came from and lets people correct or escalate its output. Adoption is a product design problem as much as a model problem.
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