世界模型与RL算法产品经理
Shenzhen, Shanghai, Beijing
Full-time
Product / Planning / Project management - Product manager
岗位目标 围绕 World Model、Value / Evaluation Model、RL、生成式 Rollout 与 Simulation,推动机器人算法训练、评测和验证体系持续演进,提升算法研发效率和真机迭代速度。 工作职责 1. 负责世界模型、RL、仿真评测等方向的技术产品规划,识别算法研发中的关键瓶颈和能力机会,制定阶段目标及演进路线。 2. 协同算法团队推进 Value / Evaluation Model、World Model、生成式 Rollout、RL 与 Simulation 等技术能力建设,判断不同方案的适用边界、投入价值和优先级。 3. 深入参与算法实验和评测,结合训练结果、仿真表现及真机效果分析关键问题,推动数据、模型、训练和验证方案持续优化。 4. 建立算法能力的评测与验证闭环,推动离线评测、仿真验证和真机结果形成有效关联,提升算法方案比较和迭代决策的效率。 5. 协同算法、数据及平台团队,将验证有效的方法沉淀为可复用的研发能力,并持续跟踪研发采用效果和算法迭代收益。
任职要求 1 硕士及以上学历,计算机、人工智能、机器人、自动化、控制工程等相关专业优先。 2 3年及以上 AI、机器人或技术产品相关经验,独立负责过算法能力、技术产品或研发平台的规划与持续迭代。 3 对强化学习、世界模型、仿真训练或机器人学习有较深入理解,熟悉 Value / Reward、Policy、World Model、Sim-to-Real 等相关概念。 4 具备较强的技术理解、实验分析和产品判断能力,能够与算法研发深入协作,并基于实验和真机结果判断技术方案价值。 5 具备一定的动手能力,能够使用 Python、数据分析工具或 AI 辅助开发工具完成必要的实验验证和问题分析。 6 能够综合算法效果、数据成本、算力投入、工程复杂度和真机收益,推动技术方向形成清晰的投入和迭代决策。 优先经历: 有机器人或自动驾驶领域 RL、World Model、Value / Reward Model、Simulation、生成式数据、Sim-to-Real 或机器人策略学习相关实践经验。
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XPeng is a leading Chinese Smart EV company that designs, develops, manufactures, and markets Smart EVs that appeal to the large and growing base of technology-savvy middle-class consumers. Its mission is to drive Smart EV transformation with technology and data, shaping the mobility experience of the future. In order to optimize its customers’ mobility experience, XPeng develops in-house its full-stack advanced driver-assistance system technology and in-car intelligent operating system, as well as core vehicle systems including powertrain and the electrical/electronic architecture. XPeng is headquartered in Guangzhou, China. In 2021, the Company established its European headquarters in Amsterdam, along with other dedicated offices in Copenhagen, Munich, Oslo, and Stockholm.The Company’s Smart EVs are mainly manufactured at its plant in Zhaoqing and Guangzhou,Guangdong province.
For more information, please visit https://heyxpeng.com.