# Consensus Within, Competition Between: Decentralized LLM Teams for Perimeter Defense

**Published:** November 2, 2026
**Author:** Khawaja Abaid Ullah, Ananya Acharya, Mohammad Javad Khojasteh
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/consensus-within-competition-between-decentralized-llm-teams-for-perimet

arXiv:2610.41044v1 Announce Type: new Abstract: The use of large language models (LLMs) to coordinate multi-agent teams raises a fundamental architectural question: whether task allocation should be centralized in a single LLM controller or distributed across autonomous LLM…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.41044)

**Tags:** #arXiv

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