AI Agents 相关度: 9/10

AEROS: A Single-Agent Operating Architecture with Embodied Capability Modules

Xue Qin, Simin Luan, Cong Yang, Zhijun Li
arXiv: 2604.07039v1 发布: 2026-04-08 更新: 2026-04-08

AI 摘要

AEROS提出了一种单智能体机器人操作系统架构,通过可安装的ECM扩展机器人能力。

主要贡献

  • 提出AEROS架构,将机器人建模为单一智能主体。
  • 引入ECM(Embodied Capability Modules)概念,实现能力模块化。
  • 通过策略分离的运行时环境保证系统安全和可扩展性。

方法论

提出AEROS架构,并在PyBullet模拟环境中,使用Franka Panda机械臂进行了一系列实验验证其有效性。

原文摘要

Robotic systems lack a principled abstraction for organizing intelligence, capabilities, and execution in a unified manner. Existing approaches either couple skills within monolithic architectures or decompose functionality into loosely coordinated modules or multiple agents, often without a coherent model of identity and control authority. We argue that a robot should be modeled as a single persistent intelligent subject whose capabilities are extended through installable packages. We formalize this view as AEROS (Agent Execution Runtime Operating System), in which each robot corresponds to one persistent agent and capabilities are provided through Embodied Capability Modules (ECMs). Each ECM encapsulates executable skills, models, and tools, while execution constraints and safety guarantees are enforced by a policy-separated runtime. This separation enables modular extensibility, composable capability execution, and consistent system-level safety. We evaluate a reference implementation in PyBullet simulation with a Franka Panda 7-DOF manipulator across eight experiments covering re-planning, failure recovery, policy enforcement, baseline comparison, cross-task generality, ECM hot-swapping, ablation, and failure boundary analysis. Over 100 randomized trials per condition, AEROS achieves 100% task success across three tasks versus baselines (BehaviorTree.CPP-style and ProgPrompt-style at 92--93%, flat pipeline at 67--73%), the policy layer blocks all invalid actions with zero false acceptances, runtime benefits generalize across tasks without task-specific tuning, and ECMs load at runtime with 100% post-swap success.

标签

机器人 架构 模块化 智能体 操作系统

arXiv 分类

cs.RO cs.AI