Intelligence should
reward its sources.
Sovereign Source explores AI that respects human knowledge through permission, attribution and contributor rewards.
Explore the projectSix illustrated articles from the public library.
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What Ed Zitron’s AI Criticism Means for Content Rewards
A trip around the AI money-go-round, and a serious test of who benefits, who pays and whether the numbers work.
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Why Content Rewards Could Strengthen OpenAI and ChatGPT
A proposal to connect useful human knowledge, customer value and contributor payments.
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A Proposal for Grok and xAI to Reward Human Knowledge
Extending the idea of content rewards to the people whose work makes AI useful.
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Why Content Rewards Could Strengthen Anthropic and Claude
How contributor payments could support better knowledge, trusted sources and lasting relationships.
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The Super Anthropocene and the Value of Human Contribution
A vision of superintelligence that expands human agency and shares the benefits of progress.
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Building a Competing AI Model with Nemotron 3 Ultra
Fine-tuning, distillation and the separate questions of content rights, model lineage and permission.
There’s more to the story.
Explore the full collection of public articles, project principles and proposals for shared prosperity.
Sovereign Source is a research initiative. These articles explore proposals, not an operating contributor-payment service.