Bias mitigation

How Grounded Synthetic Data is Saving the Publishing Industry // Robert Caulk

How Grounded Synthetic Data is Saving the Publishing Industry // Robert Caulk

Robert from Emergent Methods discusses how grounded synthetic news data can solve the publisher revenue crisis in the AI era. He details the process of 'Context Engineering' news into token-optimized, objective data for high-stakes AI agent tasks, covering their open-source models for entity extraction and bias mitigation, and the on-premise infrastructure that protects publisher content.