Michael Dearman

AI Governance: A Framework for Convergent-Cost Classification, Privacy-Preserving Routing, and Federated Vocabulary Learning

The proliferation of specialized, high-performance AI agents has introduced the "model selection problem", where routing systems frequently prioritize cost-efficiency while neglecting data sovereignty. Relying on full-context prompt transmission to third-party providers inherentl...

AI Governance: A Framework for Convergent-Cost Classification, Privacy-Preserving Routing, and Federated Vocabulary Learning

The proliferation of specialized, high-performance AI agents has introduced the "model selection problem", where routing systems frequently prioritize cost-efficiency while neglecting data sovereignty. Relying on full-context prompt transmission to third-party providers inherentl...