Non-Programmer AI Toolmaking

Explore the rise of grassroots AI toolmaking among non-programmers in dynamic economies. Identify motivations, common platforms, and design patterns that enable rapid, practical AI solutions without formal software development. Compare with corporate R&D, analyze risks such as bias and governance, and propose a framework for evaluating social and economic impact of citizen-led AI tooling. Offer guidance for educators and policymakers to support responsible DIY AI innovation.