Irene Tenison
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126
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Crypto×1AI×1
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2026
Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries
Echelon introduces a boundary-first training architecture that enables cross-organization language-model adaptation while strictly enforcing device-level model state non-export, achieving strong performance even under severe communication and data constraints.
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