mlsanityData to 7 Oct 2026

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

arXiv 2604.07039 ↗First posted 8 Apr 2026cs.RO cs.AIcited by 6

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Abstract (arXiv)

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.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 23 of its 55 references that are in the map. First posted on arXiv 8 Apr 2026.

Builds on

23 of 55 references.

References · 23

  1. 2023RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Controlcited by 2,993
  2. 2022Do As I Can, Not As I Say: Grounding Language in Robotic Affordancescited by 2,302
  3. 2023Voyager: An Open-Ended Embodied Agent with Large Language Modelscited by 2,081
  4. 2023PaLM-E: An Embodied Multimodal Language Modelcited by 2,037
  5. 2022RT-1: Robotics Transformer for Real-World Control at Scalecited by 2,007
  6. 2023Gorilla: Large Language Model Connected with Massive APIscited by 1,302
  7. 2022Code as Policies: Language Model Programs for Embodied Controlcited by 1,172
  8. 2022Inner Monologue: Embodied Reasoning through Planning with Language Modelscited by 1,057
  9. 2023VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Modelscited by 733
  10. 2023ManiSkill2: A Unified Benchmark for Generalizable Manipulation Skillscited by 313
  11. 2023ChatGPT for Robotics: Design Principles and Model Abilitiescited by 296
  12. 2020Integrated Task and Motion Planningcited by 281
11 more
  1. 2022Robot Operating System 2: Design, Architecture, and Uses In The Wildcited by 190
  2. 2024BEHAVIOR-1K: A Human-Centered, Embodied AI Benchmark with 1,000 Everyday Activities and Realistic Simulationcited by 140
  3. 2017Behavior Trees in Robotics and AI: An Introductioncited by 105
  4. 2025RoboOS: A Hierarchical Embodied Framework for Cross-Embodiment and Multi-Agent Collaborationcited by 28
  5. 2024EMOS: Embodiment-aware Heterogeneous Multi-robot Operating System with LLM Agentscited by 24
  6. 2025Safety Aware Task Planning via Large Language Models in Roboticscited by 24
  7. 2024RoboMatrix: A Skill-centric Hierarchical Framework for Scalable Robot Task Planning and Execution in Open-Worldcited by 22
  8. 2016CoSTAR: Instructing Collaborative Robots with Behavior Trees and Visioncited by 20
  9. 2024LLM-as-BT-Planner: Leveraging LLMs for Behavior Tree Generation in Robot Task Planningcited by 19
  10. 2024Enabling Novel Mission Operations and Interactions with ROSA: The Robot Operating System Agentcited by 16
  11. 2020Robotics Software Engineering: A Perspective from the Service Robotics Domaincited by 6

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Citing papers per year: 2026: 6.

6 papers.