Machine Heart

Jun 7, 2026 · Artificial Intelligence

How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration

The paper introduces Graph of States (GoS), a neural‑symbolic framework that equips multi‑agent systems with an explicit, maintainable belief state, enabling backtracking and drill‑down during long‑horizon abductive tasks such as medical diagnosis and distributed‑system fault analysis, and demonstrates superior Match and Relevant scores over existing baselines.