ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory

Jul 14, 2026

ABot-AgentOS is a general robotic Agent Operating System that provides a deliberative layer for reasoning, memory, tool use, verification, and cross-embodiment execution. It introduces Universal Multi-modal Graph Memory and a failure-driven self-evolution loop. On the EmbodiedWorldBench benchmark, ABot-AgentOS improves task success and goal completion over a single-controller baseline.

Why it matters: This work proposes a unified runtime layer for long-horizon embodied agents, addressing key challenges in memory, verification, and continual improvement.

Full story at: arXiv AI/ML ↗