拓竹科技AI Agent算法工程师(3D打印复杂排障与打印质量自动优化方向)
校招全职算法地点:上海 | 杭州 | 深圳状态:招聘
工作描述
任职要求 【必备技术能力】 1. 精通Python,深度理解至少一种主流AI Agent开发框架(LangGraph/AutoGen/Strands等),具备多智能体系统或复杂状态编排工作流的实际项目经验。 2. 深入理解Harness Engineering工程化理念,有Agent系统工具编排、记忆管理、状态持久化及错误恢复等核心组件的设计开发经验。具有提示词工程深度实践经验,理解或实践过TDAD等提示词自优化方法论者优先。 3. 熟悉Agent Skills能力模块化设计范式,具备将业务能力封装为可复用Skills的实践经验。 4. 熟悉大语言模型(LLM)原理及应用,有RAG系统、模型微调(LoRA/QLoRA)的实际项目经验。 熟悉向量数据库(Milvus、FAISS、ChromaDB等)及传统数据库,了解图数据库基本原理。 【经验背景】 1. 在智能运维(AIOps)、工业故障诊断、任务型对话系统或Agent工程化等领域有项目实践经验。 2. 有处理复杂业务逻辑、构建多步骤决策系统的经验,能设计高效、可靠且具备自进化能力的技术方案。 3. 有AI Coding实践经验(如使用Claude Code、Cursor、Codex CLI等AI编码代理进行开发),理解AI辅助开发的工程化实践。 4. 有3D打印、增材制造或相关硬件领域知识或项目经验者优先。 【综合素质】 1. 具…
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包括英文材料
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
开发框架+
[英文] Understanding Modern Development Frameworks: A Guide for Developers and Technical Decision-makers
https://www.freecodecamp.org/news/understanding-modern-development-frameworks-guide-for-devs/
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.
智能体+
https://learn.microsoft.com/en-us/shows/ai-agents-for-beginners/
In this 10-lesson course we take you from concept to code while covering the fundamentals of building AI agents.
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
Milvus+
[英文] Tutorials Overview
https://milvus.io/docs/tutorials-overview.md
This page provides a list of tutorials for you to interact with Milvus.
https://www.baeldung.com/milvus-tutorial-intro
In this tutorial, we’ll explore Milvus, a highly scalable open-source vector database.
https://www.youtube.com/watch?v=7ejr_ZzU9jw
Discover the power of Milvus, an open-source vector database revolutionizing AI applications.
https://www.youtube.com/watch?v=Yhv19le0sBw
Vector databases have been trending recently as they power modern search, recommendations, and AI-driven applications.
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