4 papers · 1 filter
On the Necessity of a Liquid Substrate for Mesh Intelligence
Hongwei Xu
A mesh of sovereign agents has no center: no shared clock, no shared model, and no coordinator to gather data or retrain. Its competence rests on each agent folding the projections…
Mesh Inference: A Formal Model of Collective Inference Without a Center
Hongwei Xu
We present a formal model of mesh inference: how a population of independent agents, each holding private state and exchanging only admitted, typed observations, derives a conclusi…
Mesh Memory Protocol: Semantic Infrastructure for Multi-Agent LLM Systems
Hongwei Xu
Teams of LLM agents increasingly collaborate on tasks spanning days or weeks: multi-day data-generation sprints where generator, reviewer, and auditor agents coordinate in real tim…
Symbolic-Vector Attention Fusion for Collective Intelligence
Hongwei Xu
When autonomous agents observe different domains of a shared environment, each signal they exchange mixes relevant and irrelevant dimensions. No existing mechanism lets the receive…