MAESTRO is used as a coding agent that writes robot programs using a curated library of perception, planning, and control tools and its orchestration harness packages multi-step perception and action procedures into callable tools and guides their use through a plan–act– replan loop.
MotorMind is introduced, a robot manipulation harness that connects VLM-proposed mid-level actions to deterministic robot control and feedback, with asynchronous monitoring and background memory updates, and shows that a general-purpose VLM, when equipped with an appropriate mid-level action representation and asynchro...
Bing-Xuan Li, Si-Qi Song, Yi-Zhuo Wu et al.· 0 citations
Coding agents are extending their reach into the physical world by writing and executing robot control programs. One might expect the agents to use the existing mature software stack that engineers have developed over decades to access sensors and control motion. Yet prior work primarily engineers complex custom harnes...
Zhao-Yang Chu, Earl T. Barr, Claire Le Goues et al.· 4 citations
Agentic robotics systems combine planners with robot harnesses to perform complex manipulation tasks. Recent work improves these systems through better harnesses and external memory, but relies on powerful closed-source models as planners and does not improve the planners'own capabilities. In contrast, coding agents ha...
Xin-Xin Liu, Bing-Xin Xu, Wen-Rui Bao et al.· 0 citations
Vision-language-action (VLA) models achieve strong performance across embodied manipulation tasks by unifying visual understanding, language conditioning, and action generation. However, long-horizon tasks can involve non-Markovian dependencies: successful decisions may require retaining task progress and past interact...
Ting-Wen Du, Hao-Yu Guo, Han-Xue Zhang et al.· 0 citations
ASENA, an embodied agent system that enables general-purpose coding agents to program humanoid navigation, manipulation, and interaction, is presented and ASENA-VLN, a 4B monocular navigation policy that serves as an optional tool within this programmable system, is introduced.
An-Chieh Cheng, Isabella Liu, Edmund Bu et al.· 1 citation
General-purpose agents increasingly write code, use tools, and complete complex digital tasks, raising the question of how far these capabilities carry into the physical world. To investigate this, we introduce RobotWorld, a challenging simulation testbed for robot use: turning instructions and observations into physic...
Zhiqin Yang, Chen-Xin Li, Xiao-Meng Hu et al.· 2 citations
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