AI, despite a relatively healthy open-source model community, has largely been dominated in a production sense by large centralized companies like OpenAI, Google, and Anthropic, which all have governing control over their AI model outputs. Control of centralized models leads to censorship of outputs and power struggles, as seen in the recent OpenAI leadership drama.
While concentrated control of the models is significant today, there are structural and technological reasons why decentralized AI presents a more viable route for AI products. Using crypto coordination and incentive mechanisms enables continuous, granular model discovery and productionalization for targeted use cases not optimally accounted for out-of-the-box by the centralized model companies.
Sami Kassab is an Enterprise Research Analyst focusing primarily on Web3 Infrastructure and Bitcoin. Sami previously spent 5 years as an Aerospace Engineer designing aircraft engines and missile & defense systems.