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# Public Compute

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2026-11-08

Why AI Compute Must Never Be Privatized by a Few Oligarchs: Open-Source Models and Public Compute as the Bedrock of UBI

If 90% of future cognitive and physical labor is powered by AI while three closed-source giants monopolize the APIs, ordinary citizens will become digital sharecroppers. How open-source foundation models and Universal Basic Compute (UBC) form the twin pillars of human freedom alongside UBI.

Why AI Compute Must Never Be Privatized by a Few Oligarchs: Open-Source Models and Public Compute as the Bedrock of UBI