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Adaptive Bitmask Protocols: Sub-10ms Coordination for 1000+ Agent Systems

Authors: Jiang, Bowen;

Adaptive Bitmask Protocols: Sub-10ms Coordination for 1000+ Agent Systems

Abstract

Multi-agent systems (MAS) scaling toward large deployment densities encounter significantcoordination overhead and high bandwidth costs from verbose state communication. We presentan architecture enabling linear O(N ) bandwidth scaling and low-latency coordination throughsemantic bitmask encoding. Our design adapts semantic validation concepts to dynamic, statefulagent coordination, coupling: (1) a fixed 64-bit feature encoding with frequency-based schemapruning; (2) a bicameral control/data separation using an in-memory SchemaManager for asyn-chronous schema consensus and WebSocket/HTTP transports for synchronous bitmask deliv-ery; and (3) a hierarchical weighted arbitration mechanism for decision synthesis. We presentan implemented 4-layer architecture for general-purpose distributed environments, alongside aconceptual 5-layer design incorporating pattern detection tailored for financial trading envi-ronments. Evaluation using the open-source reference implementation demonstrates a compact24-byte wire layout, presenting an estimated bandwidth reduction compared to natural languagebaselines and a 3.7× optimization over dynamically computed JSON serialization (∼89 bytes).Theoretical sharding mechanisms, advanced pattern generation layers, and information-theoreticanalysis bounds are identified as areas for future theoretical and development work.Keywords: multi-agent coordination, semantic compression, bitmask protocols, low-latencycommunication, scalable consensus, financial trading systems

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green