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Open nowPosted 62 days ago

【实习】机器人操作算法 (数据闭环与泛化方向)-物理智能中心

aicarrier/522799209 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen now【实习】机器人操作算法 (数据闭环与泛化方向)-物理智能中心aicarrier/522799 · Shanghai, Chinese Mainland
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This job: posted 62 days ago

The posting

本岗位面向 VLA (Vision-Language-Action)、World-Action Model、VA 等具身智能前沿方向,侧重于具身大模型的数据闭环系统建设与泛化能力提升。工作以操作基座模型算法的性能验证、数据驱动迭代及真机物理世界落地为核心,包括跟进最新操作算法动态、开展真机环境下的系统评测与数据飞轮建设。实习期间,将依托面向科学实验场景的具身智能硬件基础设施与真机数采系统,完整参与从算法设计、模型训练到真机全链路泛化评测的研发工作。

岗位职责: 1、参与操作基座模型算法的研发与迭代,主导或参与模型在真实机器人硬件上的端到端数据流转与闭环联调。 持续跟进主流 VLA / WAM / VA 等前沿操作算法动态,快速复现并重点验证算法在真机环境下的实际性能、泛化能力与鲁棒性。 2、负责真机与仿真环境下的模型评测,开展基于 ROS2 的真机数采链路优化与系统通信调优,并深度参与高质量真机训练数据(如遥操作数据)的规模化构建与清洗。

1、在读本科生或研究生,计算机、自动化、机器人、人工智能等相关专业。 2、具备丰富的真机联调及数据流闭环经验,能够独立应对和解决模型在真实物理硬件上的泛化与适配难题。 3、熟练使用 ROS2 系统,精通节点通信、底层控制逻辑及机器人硬件接口对接。 4、熟悉主流 VLA / WAM / VA 等具身智能大模型,熟练掌握 LeRobot、OpenPI、StarVLA 等开源框架。 5、熟悉 Python 与 PyTorch,具备扎实的深度学习基础;了解机器人操作与计算机视觉相关算法(如抓取、物体位姿估计、点云处理、模仿学习等)。 6、能稳定实习 6 个月及以上,原则上不支持远程。

加分项(优先考虑) 1、参与并发表过具身智能相关领域的顶刊顶会文章(如 CoRL / RSS / ICRA / NeurIPS / ICLR / CVPR 等)。 2、熟悉 pi*0.6、KAI-0、ARM 等 Offline RL 后训练(Post-training)框架与对齐策略。 3、有大规模真机遥操作数据采集系统搭建经验。 4、有 CUDA 编程或模型推理加速优化经验,熟悉 TensorRT / ONNX 等工具,有 RTC 等实时部署经验,对真机控制频率、数据吞吐效率与延迟有极致追求。 5、有大规模基座模型训练经验,熟悉多卡 / 分布式训练(Megatron, DeepSpeed 等)。 6、熟悉主流具身仿真平台,如 Isaac Sim、Isaac Lab、ManiSkill、RoboCasa 等。

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