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Small AI Models Gain Traction Around the World

IEEE Spectrum AI David Berreby July 6, 2026
Small AI Models Gain Traction Around the World
AI Summary— plain English for professionals

# Small AI Models Are Solving Big Problems in Places With Poor Internet AI doesn't always need to be huge and cloud-based to work—smaller, simpler versions can run directly on devices like phones and tablets, making them practical for developing countries where internet is unreliable or nonexistent. One entrepreneur used this approach to create a handheld device that instantly detects counterfeit medicines in Africa, a problem that kills thousands yearly, by shrinking his AI model down so it could work offline. This shift toward "small AI" is opening up possibilities for AI tools that can actually reach the people who need them most, rather than staying trapped in wealthy countries with good infrastructure.

One morning in 2019, Adebayo Alonge was in a Cape Town hotel room, preparing to demonstrate his startup’s AI answer to a serious problem in African health care: Counterfeit medication, which kills thousands of people across the continent every year.The Rxscanner is a handheld spectrometer that scans

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