Eric Mills

Learned Enterprise Data Comprehension: Compression and Routing for Data Agents

This work introduces latent equivalence learning, a identity-factorized, query-conditioned routing system that materializes the relevant dataset-specific evidence for downstream reasoning, allowing the agent to operate over an already organized evidential state rather than reconstructing cross-schema structure at every...