# 🤖 Physical AI/Robotics

| Research | Links |
|----------|-----------|
| 🧠🤖 VASO: Formally Verifiable Self-Evolving Skills for Physical AI Agents 🤖🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7472148492283588609-VXNB?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2606.05395) |
| 🧠🚗 NVIDIA OmniDreams: Real-Time Generative World Model for Closed-Loop Autonomous Vehicle Simulation 🚗🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7471611624970309632-Ki1R/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2606.03159) |
| 🧠🤖 Harness Engineering for Physical AI: Robot Middleware Is the Harness Layer 🤖🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7471526711747039232-QGbi/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2606.09416) |
| 🤖🚁 MARVEL: Multi-Agent Reinforcement Learning for Constrained Field-of-View Multi-Robot Exploration | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7303482003037839361-wlph) · [Paper](https://arxiv.org/pdf/2502.20217) |
| ⚡🤖 Electric Vehicles as Evolutionary Robots | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7297682324060561409-u2B8) · [Paper](https://www.frontiersin.org/journals/robotics-and-ai/articles/10.3389/frobt.2025.1499215) |
| 🤖🩺 SurgRAW: Multi-Agent Workflow with Chain-of-Thought Reasoning for Surgical Intelligence | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7307956239768907776-0_nt/) · [Paper](https://doi.org/10.48550/arXiv.2503.10265) |
