Xiaomi Technology

NLP / LLM 应用工程师

Xiaomi Technology  •  Remote  •  9 days ago
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Job Description

NLP / LLM 应用工程师北京社招全职职位 ID:A99270职位描述1.负责Agent大模型能力层建设,包括Prompt工程体系设计、RAG检索增强生成、上下文工程优化。
2.搭建企业知识库的Embedding Pipeline,实现高质量语义检索。
3.设计和优化Agent的意图识别、对话管理、知识问答等核心NLP能力。
4.负责Agent评测体系落地:构建评测数据集(Golden Dataset)、设计评测指标(Faithfulness、Answer Relevancy、Context Precision等),实现自动化评测流水线。
5.探索多模型路由策略(国内外大模型混合调用),平衡效果与成本。职位要求1.本科及以上学历,2年以上LLM应用开发经验,重落地非纯研究。
2. 精通Python,有真实LLM应用上线经验(非Demo级别)。
3.熟悉RAG、Embedding、向量检索全链路,有向量数据库使用经验(Milvus/Chroma/Pinecone)。
4.有Agent/RAG评测经验:熟悉RAGAS、DeepEval、TruLens、PromptFoo中至少一种评测框架。
5.熟悉LangChain/LlamaIndex/LangGraph等LLM应用开发框架。
6.熟悉主流大模型API(OpenAI、Anthropic、通义千问、文心等)。
7. 对生成质量和推理成本敏感,能系统化评估与优化模型效果。
8.了解Genspark搜索Agent的RAG架构、Manus的多步推理评测方法者加分。 投递
Xiaomi Technology

About Xiaomi Technology

Xiaomi Corporation was founded in April 2010 and listed on the Main Board of the Hong Kong Stock Exchange on July 9, 2018 (1810.HK). Xiaomi is a consumer electronics and smart manufacturing company with smartphones and smart hardware connected by an IoT platform at its core.

Embracing our vision of “Make friends with users and be the coolest company in the users’ hearts”, Xiaomi continuously pursues innovations, high-quality user experience and operational efficiency. The company relentlessly builds amazing products with honest prices to let everyone in the world enjoy a better life through innovative technology.

Xiaomi is one of the world's leading smartphone companies. The company has also established the world’s leading consumer AIoT (AI+IoT) platform,reached 558 million smart devices connected to its platform (excluding smartphones,laptops and tablets) as of September 30 2022. Xiaomi products are present in more than 100 countries and regions around the world. In August 2022, Xiaomi was included in the Fortune Global 500 list for the fourth year in a row, ranking 266th. The company is the fastest-rising Chinese technology conglomerate during the four-year period.

Xiaomi is a constituent of the Hang Seng Index, Hang Seng China Enterprises Index, Hang Seng TECH Index and Hang Seng China 50 Index.

Industry
IT & Software
Company Size
10,000+ employees
Headquarters
Beijing, CN
Year Founded
2010
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