From Personal AI Tools to Industry Platforms: A Multi-Level Framework for AI Application Development
The article outlines a hierarchical model for AI application development, from basic user tools through personal assistants, SOP platforms, industry tools, and base models, emphasizing the importance of industry know‑how, data quality, and engineering to overcome model limitations and drive practical AI adoption.