Papers/2610.36013
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OmniBrain-0: A Unified Agentic Model for Embodied Intelligence

Not provided in the abstract

embodied intelligencemulti-teacher distillationtask coordinationfeedback-driven recovery
2610.36013
Builder Relevance
80%
1h ago

Abstract

OmniBrain-0 is a lightweight unified embodied agent that integrates task understanding, planning, progress tracking, and feedback-driven recovery for general-purpose embodied intelligence.

Reality Card

Core Claim

OmniBrain-0 achieves strong cross-domain task performance with lower inference and execution overhead compared to its closed-source teacher.

Method / Result

Demonstrated efficient transfer and consolidation of embodied capabilities into a compact unified agent.

Limitations

The paper does not provide detailed information on the reproducibility of the training framework and the specific implementations of the models.

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