Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2607.27942.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Paper distills four design principles for scalable LLM multi-agent architectures (simplicity, elastic feedback, sequential workflows with optional loops, summary-based communication), formalizes a reference architecture as a directed workflow graph, and empirically evaluates four configurations on terminal-based engineering tasks, finding accuracy scales roughly linearly with cost only above an LLM capability threshold, with performance peaking at intermediate complexity.

Systematizes MAS design principles with empirical scaling data, giving practitioners concrete guidance on topology, communication patterns, and capability thresholds when building agentic systems.

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