职位快照持续更新

数据与AI工程师

AI 替代率

40%

这个岗位当前已结合 10 条时间线资讯和岗位画像推理来给出替代率。

这个岗位当前已结合 10 条时间线资讯和岗位画像推理来给出替代率。

替代率趋势

按周期刷新快照聚合
  • 2026-04-2040%

为什么是这个等级

结构底座
重复性2
规则清晰度2
流程改造程度3
工作流自动化2
AI 驱动的数据和 MLOps 代码生成

AI 模型可以自动化生成数据摄取、转换和机器学习操作的样板代码,从而简化开发并减少数据和 AI 工程师的重复编码任务。

MLOps 和基础设施管理的自动化

专业的 AI 平台和工具越来越能够自动化机器学习模型和底层基础设施的生命周期管理,以最少的人工干预处理部署、监控和扩展等任务。

数据质量和转换中的 AI 增强

先进的 AI 能力正应用于数据质量检查、异常检测和数据转换过程,实现更高效、更准确的数据准备,这是数据工程师的关键职责。

系统设计和问题解决中对人类专业知识的持续需求

尽管 AI 取得了进步,但可扩展数据和 AI 架构的战略设计、复杂问题的关键调试、新颖约束下的性能优化以及将模糊的业务需求转化为技术解决方案,仍然严重依赖人类的分析能力和创造力。

时间线

按时间倒序展示相关资讯与案例
  • 来源Role Searchen.wikipedia.org2026-04-25
    AI agent - Wikipedia

    In the context of generative artificial intelligence, AI agents (also referred to as compound AI systems or agentic AI) are a class of intelligent agents distinguished by their ability to operate autonomously in complex environments. Agentic AI tools prioritize decision-making over content ...

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  • An artificial intelligence (AI) agent is a software program that can interact with its environment, collect data, and use that data to perform self-directed tasks that meet predetermined goals. Humans set goals, but an AI agent independently chooses the best actions it needs to perform to achieve ...

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  • 来源Role Searchuipath.com2026-04-25
    What are AI Agents? | UiPath

    AI agents are not just digital assistants or chatbots—they are AI systems that can act autonomously with minimal human intervention. These goal-based agents can plan actions, make informed decisions, use AI tools, and deliver outcomes across ...

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  • 来源Role Searchibm.com2026-04-25
    What Are AI Agents? | IBM

    An artificial intelligence (AI) agent refers to a system or program that is capable of autonomously performing tasks on behalf of a user or another system.

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  • AI agents are software systems that use AI to pursue goals and complete tasks on behalf of users. Learn more with Google Cloud.

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  • 来源Role Searchgithub.com2026-04-25
    What are AI agents? · GitHub

    AI agents are autonomous software tools that perform tasks, make decisions, and interact with their environment intelligently and rationally. They use artificial intelligence to learn, adapt, and take action based on real-time feedback and changing ...

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  • 来源Role Searchautomationanywhere.com2026-04-25
    What are Agentic Workflows? The 2026 Enterprise Guide

    These AI-driven agentic workflows are built on large language models (LLMs) that enable them to interpret goals, evaluate context, and determine a course of action across dynamic, multi-step processes.

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  • Agentic workflows are an AI-driven processed where the sequence of tasks are dynamically executed with minimal human intervention to achieve a particular goal.

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  • 来源Role Searchuipath.com2026-04-25
    What are Agentic Workflows? | UiPath

    Agentic workflows represent a fundamental shift, combining the power of large language models (LLMs) and AI-driven automation to tackle challenges traditional systems could only dream of solving.

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  • 来源Role Searchsalesforce.com2026-04-25
    What Are Agentic Workflows? | Salesforce US

    In contrast, agentic AI workflows introduce a higher level of autonomy and intelligence that lets AI agents make independent decisions based on real-time data and adapt to new information.

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