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From brute-force graph traversal to Cognitive Attention: an architectural redesign

Reddit r/artificial · 2d ago

The author redesigned the IONS protocol from brute-force graph traversal to a Cognitive Attention Architecture that progressively routes queries through relevant slices of the network, separating path confidence, relevance, and utility.

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#protocol-design

Preregistered Belief Revision Contracts

arXiv cs.CL · 2026-04-20 Cached

This paper introduces Preregistered Belief Revision Contracts (PBRC), a protocol-level mechanism for multi-agent systems (including LLM-based agents) that separates open communication from admissible belief changes by publicly fixing evidence triggers and revision operators. The work addresses dangerous conformity effects in agent deliberation and provides formal guarantees that social-only pressure cannot drive false consensus.

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