The Current State of AI and Data Management #docker #ai #devops

Rethinking AI and Data: Incentives, Trust, and Decentralized Web Standards
In this Ship Happens episode, host Jeroen interviews Ruben Verborgh, a computer science
professor at Ghent University and consultant working with Tim Berners-Lee’s Inrupt, about
building a more responsible digital ecosystem where incentives align with ethics rather than
exploitation.

Ruben argues that today’s AI ecosystem is fundamentally unstable: companies often lack
control over the models they deploy, sustainable business models remain unclear, and the
industry continues relying on advertising-driven incentives that reward data extraction over trust.
Instead of focusing purely on “ethical AI” messaging, Ruben says the real challenge is designing
better economic systems and incentives.

The conversation explores an alternative future for AI and personal data—one where raw user
data stays under individual control and algorithms move to the data instead of endlessly
collecting and centralizing it. Ruben explains how decentralized web standards like Solid aim to
separate identity and storage from applications, giving users more portability, ownership, and
freedom online.

Jeroen and Ruben also discuss mistrust in AI agents, why smaller task-specific models may
ultimately be safer and more controllable than giant general-purpose systems, and why society
must work alongside younger generations to shape technology rather than attempting to ban it
outright.

About Ruben Verborgh:
Ruben Verborgh is a computer science professor at Ghent University and a researcher focused
on decentralized web technologies, linked data, and data ownership. He works with Tim
Berners-Lee’s Inrupt on the Solid project, which aims to separate applications from personal
data storage to give users greater control, privacy, and interoperability across the web.

Resources & Links
● Inrupt Official Website: https://www.inrupt.com/
● Solid Project: https://solidproject.org/
● Ghent University: https://www.ugent.be/
● Ruben Verborgh Website: https://ruben.verborgh.org/

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