阿里巴巴业务技术-Agent应用算法工程师-评测/自进化
社招全职2年以上地点:杭州状态:招聘♡ 收藏
工作描述
任职要求 1.计算机、数学、统计学等相关专业,硕士/博士优先,优秀本科生不受限制。有顶会论文(ACL / EMNLP / ICLR / NeurIPS / ICML 等),或是知名开源项目(LangChain / LlamaIndex / vLLM / AutoGen 等)的核心贡献者,可加分。 2.Harness 工程能力: 深刻理解 Agent 架构范式(ReAct / Reflexion / LATS 等),熟悉 Context Engineering、RAG、Memory、Tool-Use 的实现原理。能针对具体场景系统设计和调优 Harness,不仅会用,还懂背后的系统约束、性能瓶颈和失败模式。 3.自进化框架经验: 熟悉 Agent 自我改进的相关方法,比如 Reflexion、经验库 / 记忆进化、Prompt 自动优化(DSPy / TextGrad 等)、Skill 沉淀与复用。能把"发现问题 → 自动优化 → 验证上线"设计成可持续运转的工程闭环。 4.评测与归因能力: 能独立搭建 Agent 评测闭环,熟悉 LLM-as-Judge 的设计方法、常见偏差和校准手段。擅长通过 Ba…
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包括英文材料
ACL+
https://www.aclweb.org/portal/
Computational linguistics is the scientific study of language from a computational perspective.
EMNLP+
ICLR+
https://iclr.cc/
NeurIPS+
https://neurips.cc/
ICML+
https://icml.cc/
LangChain+
https://python.langchain.com/docs/tutorials/
New to LangChain or LLM app development in general? Read this material to quickly get up and running building your first applications.
https://www.freecodecamp.org/news/beginners-guide-to-langchain/
LangChain is a popular framework for creating LLM-powered apps.
LlamaIndex+
https://developers.llamaindex.ai/python/framework/getting_started/starter_example/
This tutorial will show you how to get started building agents with LlamaIndex.
https://www.ibm.com/think/tutorials/llamaindex-rag
LlamaIndex is a powerful open source framework that simplifies the process of building RAG pipelines.
vLLM+
https://www.newline.co/@zaoyang/ultimate-guide-to-vllm--aad8b65d
vLLM is a framework designed to make large language models faster, more efficient, and better suited for production environments.
https://www.youtube.com/watch?v=Ju2FrqIrdx0
vLLM is a cutting-edge serving engine designed for large language models (LLMs), offering unparalleled performance and efficiency for AI-driven applications.
AutoGen+
https://microsoft.github.io/autogen/0.2/docs/Getting-Started/
AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks.
https://www.youtube.com/watch?v=JmjxwTEJSE8
Whether you know everything there to AI Agents or are a complete beginner, I believe there is something to learn here.
Harness+
https://addyosmani.com/blog/agent-harness-engineering/
A coding agent is the model plus everything you build around it. Harness engineering treats that scaffolding as a real artifact, and it tightens every time the agent slips.
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