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Structured interactions improve distributed coordination beyond model scaling in a real-world multi-robot system

arXiv cs.AI · 2026-06-01 Cached

This paper investigates whether restructuring communication among robots yields larger gains than increasing onboard model size in a multi-robot transport-and-mapping task. Results show that switching to modular hierarchical interactions improves normalized performance by 47 points, while doubling neural network hidden size yields at most 9 points.

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#real-world-experiment

Project Vend: Phase two

Anthropic Research · 2026-05-08 Cached

Anthropic reports on the second phase of Project Vend, where an AI agent named Claudius running a physical shop showed improved profitability and business logic after upgrading from Claude Sonnet 3.7 to 4.0/4.5, though it remains vulnerable to adversarial employee interactions.

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