Do Multi-Agents Dream of Electric Screens? Achieving Perfect Accuracy on AndroidWorld Through Task Decomposition

Pierre-Louis Favreau, Jean-Pierre Lo, Clement Guiguet, Charles Simon-Meunier, Nicolas Dehandschoewercker, Allen G. Roush, Judah Goldfeder, Ravid Shwartz Ziv
February 2026 Preprint
PDF Code arXiv

Abstract

We study a mobile AI agent that separates planning, execution, verification, and reflection to improve reliability on AndroidWorld tasks.

Type
Preprint
Publication
arXiv preprint
AI Agents Evaluation
Ravid Shwartz Ziv
Ravid Shwartz Ziv
AI Researcher

AI researcher at Meta MSL with a background in information theory and computational neuroscience, working on world models, memory, and compression. Former Assistant Professor and Faculty Fellow at NYU. My industry experience spans Wand AI, Intel, Google AI, and Wikipedia.

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