Hongwei Xu

Mesh inference achieves centralized optimality without sharing internal states, challenging traditional models of collective decision-making.

LLM agents can now collaborate effectively across sessions, sharing and evaluating cognitive states with field-level precision and traceable lineage, thanks to a new "semantic infrastructure" protocol.

Your iPhone could soon learn your unique emotional response to music, tailoring recommendations far beyond simple genre preferences.