Computer Science & AI
Machine learning, systems, theory, security, and software engineering.
-
Mediation, State, and Verification in Enterprise Multi-Agent AI Systems: A Formal Reference Architecture and Evaluation Protocol
Enterprise deployment of large language model agents is increasingly limited less by model capability than by the problem of coordinating models, tools, persistent business state, authorization policies, and human decisions into a workflow that can be operated and audited. Recent evidence complicates the assumption that multi-agent decomposition is beneficial by default: compute-normalized compari