A recent report on decentralization and AI research highlights the growing concentration of AI and web technologies in the hands of a few powerful corporations, raising concerns about user data control and online privacy. Titled Decentralization and AI: The Building Blocks of a Resilient and Open Digital Future, the report was commissioned by Futurewei and conducted by the Linux Foundation Research (LF Research). It emphasizes the role of decentralization and open source in building a more democratic and competitive digital ecosystem. It examines the impact of AI-driven algorithms, the risks associated with centralized data ownership, and how decentralized technologies can empower users by restoring control over their data.
Hilary Carter, SVP of Research at the Linux Foundation, explains that the report builds on previous studies on open source and fragmentation. Nearly two dozen industry experts contributed insights, including Lalana Kagal from MIT. This report was the “brainchild” of one of the supporting members of LF Research, Futurewei. The report examines the significance of AI in open source development, the challenges of increasingly powerful AI applications, and the emergence of AI agents in digital ecosystems. It also highlights a broader push to rethink how digital infrastructure is governed in the face of AI acceleration.
Carter warns that centralized AI allows a handful of corporations to dominate web applications and amass vast amounts of user data “Only a handful of organizations control the vast majority of our web applications,” Carter explains, pointing to companies like Microsoft, Meta, and Google. Carter warns that this concentration of power has led to “algorithmic chaos,” where user data is manipulated to influence consumer behavior, political opinions, and decision-making processes. Carter believes that decentralization and open source provide a solution, arguing that they hold the key to building a better internet where users can control their data.
Key technologies explored in the report include Solid, a project developed by Sir Tim Berners-Lee, which aims to give users control over their data by decoupling it from the applications they use. This approach ensures that personal data is stored independently in user-managed repositories rather than being controlled by centralized platforms.
The report also highlights decentralized communication protocols, including ActivityPub, which powers Mastodon, and the AT protocol, which supports BlueSky. While these technologies represent a shift toward greater digital autonomy, Carter acknowledges that adoption remains a challenge. Decentralized platforms can be challenging to set up, and fragmentation across networks complicates user connectivity with their communities.
Regulatory developments also play a key role in shaping the decentralization movement. Anti-trust policies in the U.S. and regulatory efforts in Europe are actively pushing back against monopolistic control over AI and digital platforms. Carter explains that regulators are increasingly recognizing the risks of concentrated power in digital markets and are taking steps to foster competition. Open source is a crucial element in this shift, due to its potential to enable innovation and lower costs. Decentralization also supports the development of sovereign AI systems that can be customized for national, regional, or enterprise needs.
One of the key groups driving decentralization is developers, who are building the tools and protocols necessary to shift control away from centralized entities. Carter underscores that the success of decentralization depends on the contributions of these developers, who are committed to privacy, liberty, and technological freedom. While regulatory efforts provide some support, grassroots innovation remains the primary driver of decentralization. The report highlights the importance of global collaboration in reshaping the future of AI, decentralization, and the internet as a whole.
Guest: Hilary Carter (LinkedIn)
Organization: Linux Foundation
This summary was written by Emily Nicholls.





