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Open nowPosted 53 days ago

大模型Agent推荐算法研发工程师(推荐智能体) - TikTok算法

ByteDance19,269 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now大模型Agent推荐算法研发工程师(推荐智能体) - TikTok算法ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.5% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 9 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.5%7 days
  4. 18.1%14 days
  5. 35.6%30 days
  6. 44.6%60 days
This job: posted 53 days ago

ByteDance median: 9 days open

The posting

团队介绍:TikTok搜推算法团队,负责TikTok短视频产品的基础推荐、搜索算法,加入我们,你能接触到包括搜索、用户增长、社交、直播、内容创造、内容消费等核心业务场景,直接为核心用户体验负责,支持产品在全球赛道上高速发展。我们的工作内容包括大规模推荐算法的优化、复杂约束的优化问题的解决、多模态大模型的落地,并着力研究下一代AI Search和Chatbot的核心研发技术,包括不限于Multi-Agent、Agentic RL、Harness、Loop Engineering,探索强化学习在大模型时代的新范式。在这里,你可以深入钻研机器学习算法的改进和优化,探索前沿的技术;可以感受不同文化的碰撞,激发认知;可以通过对产品和内容生态的深度分析,影响产品未来的发展方向。

1、设计并实现推荐算法研发Agent,覆盖需求理解、数据分析、特征与模型诊断、实验方案生成、结果归因和迭代建议等场景; 2、构建Agent的核心能力,包括任务规划、工具调用、上下文与记忆管理、多Agent协作、异常恢复和人机协同; 3、将Agent接入推荐研发链路中的数据平台、实验平台、模型训练与评估系统,让复杂任务能够端到端执行,而不止停留在文本建议; 4、建立面向算法研发任务的评测体系,衡量正确性、可执行性、效率收益、稳定性与安全边界,并通过数据和反馈持续优化; 5、研究LLM在推荐算法场景中的应用方法,构建AI For Recommendation的下一代推荐系统; 6、与推荐算法、平台工程和产品团队紧密协作,把真实研发痛点抽象为可复用的Agent能力与平台组件。

1、2027届获得硕士及以上学位,计算机、人工智能、机器学习或相关专业; 2、具备扎实的算法与工程基础;熟悉至少一个方向:大语言模型、Agent系统、推荐系统、搜索/广告算法、机器学习平台; 3、理解LLM应用的关键技术,包括Prompt、RAG、Function Calling、上下文工程、评测与模型微调中的若干项; 4、具备良好的编程能力,熟练使用Python,并能在复杂工程系统中完成设计、开发、调试和性能优化; 5、能够把模糊问题拆解成可验证的假设、指标和实验,对结果有追根究底的习惯; 6、有开放的技术视野和强烈的产品意识,关注最终是否解决算法工程师的真实问题,而不是只追求Demo效果。

加分项 1、有生产级Agent、Copilot、LLM应用平台或模型后训练项目经验; 2、有大规模推荐、搜索或广告系统经验,熟悉召回、排序、多目标优化、在线实验和指标归因; 3、做过Agent评测、轨迹数据合成、强化学习或复杂工具调用,对可靠性和可观测性有实践经验; 4、参与过高质量开源项目,或在LLM、Agent、推荐系统相关方向发表过论文; 5、有从0到1推动新技术落地的经历,能在不确定性中快速找到可验证路径。

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