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编程与智能体应用方向第六课《如何构建一个自己的科研 Agent》开讲。\r\n前五课依次讲解 AI 辅助编程工程范式、通用 Agent 系统架构与循环机制、科研智能体行业落地案例、AI Coding 全流程实战，以及智能体发展全景与技术演进，搭建从理论到工程、从通用到科研的完整认知。\u003C\u002Fspan>\r\n\r\n本节课结合超算互联网平台实战演示，讲解科研智能体四层技术架构与三大垂直场景构建方法，带大家从 0 到 1 快速搭建专属科研智能体。\r\n\r\n## 上节课回顾：\r\n### 科研范式演进\r\n\r\n科学智能是 AI 在专业领域深度应用的重要方向之一。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw02.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=dXMjA1d6XQ4pQvShE1ozzYIgyPk%3D)\r\n\r\n### 科研智能化趋势\r\nAI 在科研中的角色逐步升级，分为三个清晰阶段：\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw03.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=P%2BcWX2%2BNIf6CFFZ1AoiOwY75glg%3D)\r\n\r\n\r\n### AI Agents 技术栈全景\r\nAI Agent 系统通常由模型、推理框架、规划执行、工具调用、知识增强、记忆管理、评测与应用等多个技术层组成。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw04.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=BfKsL2ZO7aEbwP%2FkH%2BbPULaRR80%3D)\r\n\r\n\r\n## 构建超级科学计算智能体\r\n### 超算互联网科学计算智能体\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw05.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=HqlQPpenORwuxx8jcQUEFtULIqg%3D)\r\n\r\n#### 1. 传统科研流程痛点\r\n科研从业者需要完成：读文献提假设 → 配环境写脚本 → 找算力跑计算 → 后处理写报告，全流程门槛高、周期长，要求同时掌握编程、硬件、科学软件、超算调度等多领域技能。\r\n\r\n#### 2. 自然语言驱动新思路\r\n借鉴对话式交互模式，科研也可以通过自然语言驱动：\r\n- 用户输入目标与需求；\r\n- 智能体自动拆解任务、选择软件、确定计算资源；\r\n- 遇到报错自动分析修复，结果自动后处理生成可信报告。\r\n\r\n#### 3. 端到端智能体架构\r\n- **用户需求端**：自然语言描述科研目标\r\n- **中间阶段**：定义求解器、确认计算模型、选择计算软件、确认计算资源、必要的后处理分析；\r\n- **结论端**：生成结构化分析报告，并辅助科研人员进行结果整理与验证。\r\n\r\n#### 4. 覆盖领域与核心价值\r\n- 覆盖物理化学材料、工业仿真、生命科学、气象环境海洋、人工智能\u002F遥感\u002F石油勘探\u002F天文研究\u002F地震模拟等五大领域；\r\n- 核心价值：通过自然语言与超算交互，实现端到端应用，大幅降低用户使用门槛，重塑超算服务和使用模式。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw06.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=HZyaC65EuqDrVV1QwtyQeq%2BtLtA%3D)\r\n\r\n\r\n### 挑战与解决方案\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw07.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=eeVewQjoR4Q2RPoZ8rlAOgn5Nmo%3D)\r\n\r\n\r\n### 基础设施与生态\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw08.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=PYFg4bBCSuLFm5SBAeGgHS1AvIw%3D)\r\n\r\n- **重复性工程化工作替代**：面向材料、CAE、生信等领域的计算研究员\u002F工程师，从 MP 数据库批量拉取结构，并通过自动化计算流程进行高通量模拟与筛选；\r\n- **探索型科研场景**：面向物化环材等领域的实验研究员，需要通过智能体进行文献搜索、计算流程总结、环境部署、作业提交、结果分析；\r\n- **本地科研智能体构建**：面向个人 AI4S 开发者 + 智能体，SCNet 客户端调用线上 AI4S 技能、算力 MCP 及模型 API，配合本地专业技能快速形成垂直智能体。\r\n\r\n### 技术架构\r\n\r\n通过多层技术架构整合多元能力，实现多智能体协同，构建端到端科研任务自动化流程。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw09.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=xA3Zp3IppBpsks2MD1OGgWB7q2Y%3D)\r\n\r\n\r\n### 低门槛智能体构建体系\r\n通过对话式构建、丰富的组件库以及多智能体协同架构，大幅降低科学计算智能体开发与使用门槛。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw10.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=OfSjO02zSBK5oyIxpPLNaiCCwh8%3D)\r\n\r\n\r\n## 案例演示一：材料计算\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw11.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=y7ujhMRd18FqcKvjE10WTzJla7I%3D)\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw12.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=5ZJQLJ4L1LCLMJu5o4OhGvlmwuc%3D)\r\n\r\n### 1. 目标和意图\r\n- 晶体结构获取\r\n- 计算准备\r\n- 作业提交与监控\r\n- 结果分析\r\n\r\n### 2.演示效果\r\n输入需求：「帮我获取二氧化硅晶体结构，并准备计算」\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw13.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=ntLqPbuGrupRCfxRvv5%2F83XRBo0%3D)\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw14.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=7ydDkKMiTcKjbUURrHuzdgIwiEY%3D)\r\n\r\n## 案例演示二：生信场景\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw15.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=YE%2FzX37aE%2BrT9uzfhSUm1b7Xjwo%3D)\r\n\r\n### 场景痛点\r\n科研人员需要读大量文献、提取实验方法、拼接工具链、复现论文分析流程与配图，人工操作耗时且容易出错。\r\n\r\n### 智能体目标\r\n构建文献复现智能体，实现：\r\n1. 分析文献实验流程，提取计算步骤与图表样式；\r\n2. 复现论文中的分析方法与科研配图规格；\r\n3. 输入新的科研数据，自动生成与原文规格一致的配图。\r\n\r\n### 演示流程\r\n1. **上传文献**\r\n   上传目标科研论文 PDF，智能体自动分析实验流程与图表生成方法；\r\n   识别图表类型：火山图、条形图、气泡图、网络图等。\r\n\r\n2. **传入新数据**\r\n   上传新的眼组织科研数据，智能体按照文献提取的分析流程自动处理数据。\r\n\r\n3. **生成一致配图**\r\n   输出符合论文分析流程和绘图规范的复现结果。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw16.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=PQDEvstE7nv39U9DO43GP54TxFM%3D)\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw17.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=egHFHY%2FSYF9Wa2s0skeTersje28%3D)\r\n\r\n\r\n## 案例演示三：客户端科研智能体\r\n### 适用场景\r\n用户有自己的行业场景，需要快速校验想法，不一定要从网页端完整构建智能体。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw18.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=N1%2FMNkHSQIJwYvPJOTAJON0iQRs%3D)\r\n\r\n\r\n### 使用流程\r\n1. 下载 SCnet 客户端（支持 Windows \u002F Mac）；\r\n2. 创建自定义插件，上传专属技能；\r\n3. 语言描述计算任务；\r\n4. 智能体自动生成脚本、提交作业、返回结果文件。\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw19.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=srku8zOZvhcUGaywEDhMlUjdZgE%3D)\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw20.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=Fdvm2o6RZYRgORJctlrK4LLnPck%3D)\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n## 加入训练营\r\n#### 📺完整课程内容，请观看直播或查看课程回放：\r\n**InfiniTensor 官网**： https:\u002F\u002Fwww.infinitensor.com\r\n\r\n**B站直播**： InfiniTensor 官方直播间\r\n\r\n**视频号直播**： InfiniTensor 视频号预约\r\n\r\n**答疑交流**： 训练营官方社群⬇️\r\n\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002Fportal_news\u002F2026-xjq.png?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=wGzqtB9HsaU4IHS5eDT0qyV2lsg%3D)\r\n\r\n## 关注与交流\r\n![](https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002Fportal_news\u002Fnews_ewm02.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=9Am%2FQfw7y%2BpppXGy6g1VG29SISM%3D)",{"publishTime":7,"createTime":109,"canonicalPath":114,"id":115,"title":116},"\u002Fstudy-material\u002Fstudy-84","study-84","2026 夏季 InfiniTensor 训练营 AI 编程与智能体应用 5：《智能体现状与未来发展全景》",24,"\u002Fstudy-material\u002Fstudy-85","study-85","markdown",{"publishTime":7,"createTime":109,"canonicalPath":122,"id":123,"title":124},"\u002Fstudy-material\u002Fstudy-86","study-86","2026 夏季 InfiniTensor 训练营 Triton & 九齿 4：《九齿二重：渐悟》",{"htmlContent":126,"headings":127},"\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw01.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=EuBhBA%2BrpSM%2BZTXWG04KjfgBqhg%3D\" alt=\"\">\u003C\u002Fp>\n\u003Cp>\u003Cspan style=\"font-size:12px;color:#555;\">7 月 29 日，2026 夏季 InfiniTensor 训练营 AI 编程与智能体应用方向第六课《如何构建一个自己的科研 Agent》开讲。\u003Cbr>前五课依次讲解 AI 辅助编程工程范式、通用 Agent 系统架构与循环机制、科研智能体行业落地案例、AI Coding 全流程实战，以及智能体发展全景与技术演进，搭建从理论到工程、从通用到科研的完整认知。\u003C\u002Fspan>\u003C\u002Fp>\n\u003Cp>本节课结合超算互联网平台实战演示，讲解科研智能体四层技术架构与三大垂直场景构建方法，带大家从 0 到 1 快速搭建专属科研智能体。\u003C\u002Fp>\n\u003Ch2 id=\"上节课回顾\">\u003Ca class=\"anchor\" href=\"#上节课回顾\" aria-label=\"跳转到标题：上节课回顾：\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>上节课回顾：\u003C\u002Fh2>\u003Ch3 id=\"科研范式演进\">\u003Ca class=\"anchor\" href=\"#科研范式演进\" aria-label=\"跳转到标题：科研范式演进\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>科研范式演进\u003C\u002Fh3>\u003Cp>科学智能是 AI 在专业领域深度应用的重要方向之一。\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw02.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=dXMjA1d6XQ4pQvShE1ozzYIgyPk%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"科研智能化趋势\">\u003Ca class=\"anchor\" href=\"#科研智能化趋势\" aria-label=\"跳转到标题：科研智能化趋势\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>科研智能化趋势\u003C\u002Fh3>\u003Cp>AI 在科研中的角色逐步升级，分为三个清晰阶段：\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw03.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=P%2BcWX2%2BNIf6CFFZ1AoiOwY75glg%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"ai-agents-技术栈全景\">\u003Ca class=\"anchor\" href=\"#ai-agents-技术栈全景\" aria-label=\"跳转到标题：AI Agents 技术栈全景\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>AI Agents 技术栈全景\u003C\u002Fh3>\u003Cp>AI Agent 系统通常由模型、推理框架、规划执行、工具调用、知识增强、记忆管理、评测与应用等多个技术层组成。\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw04.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=BfKsL2ZO7aEbwP%2FkH%2BbPULaRR80%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch2 id=\"构建超级科学计算智能体\">\u003Ca class=\"anchor\" href=\"#构建超级科学计算智能体\" aria-label=\"跳转到标题：构建超级科学计算智能体\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>构建超级科学计算智能体\u003C\u002Fh2>\u003Ch3 id=\"超算互联网科学计算智能体\">\u003Ca class=\"anchor\" href=\"#超算互联网科学计算智能体\" aria-label=\"跳转到标题：超算互联网科学计算智能体\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>超算互联网科学计算智能体\u003C\u002Fh3>\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw05.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=HqlQPpenORwuxx8jcQUEFtULIqg%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch4 id=\"1-传统科研流程痛点\">\u003Ca class=\"anchor\" href=\"#1-传统科研流程痛点\" aria-label=\"跳转到标题：1. 传统科研流程痛点\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>1. 传统科研流程痛点\u003C\u002Fh4>\u003Cp>科研从业者需要完成：读文献提假设 → 配环境写脚本 → 找算力跑计算 → 后处理写报告，全流程门槛高、周期长，要求同时掌握编程、硬件、科学软件、超算调度等多领域技能。\u003C\u002Fp>\n\u003Ch4 id=\"2-自然语言驱动新思路\">\u003Ca class=\"anchor\" href=\"#2-自然语言驱动新思路\" aria-label=\"跳转到标题：2. 自然语言驱动新思路\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>2. 自然语言驱动新思路\u003C\u002Fh4>\u003Cp>借鉴对话式交互模式，科研也可以通过自然语言驱动：\u003C\u002Fp>\n\u003Cul>\n\u003Cli>用户输入目标与需求；\u003C\u002Fli>\n\u003Cli>智能体自动拆解任务、选择软件、确定计算资源；\u003C\u002Fli>\n\u003Cli>遇到报错自动分析修复，结果自动后处理生成可信报告。\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch4 id=\"3-端到端智能体架构\">\u003Ca class=\"anchor\" href=\"#3-端到端智能体架构\" aria-label=\"跳转到标题：3. 端到端智能体架构\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>3. 端到端智能体架构\u003C\u002Fh4>\u003Cul>\n\u003Cli>\u003Cstrong>用户需求端\u003C\u002Fstrong>：自然语言描述科研目标\u003C\u002Fli>\n\u003Cli>\u003Cstrong>中间阶段\u003C\u002Fstrong>：定义求解器、确认计算模型、选择计算软件、确认计算资源、必要的后处理分析；\u003C\u002Fli>\n\u003Cli>\u003Cstrong>结论端\u003C\u002Fstrong>：生成结构化分析报告，并辅助科研人员进行结果整理与验证。\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch4 id=\"4-覆盖领域与核心价值\">\u003Ca class=\"anchor\" href=\"#4-覆盖领域与核心价值\" aria-label=\"跳转到标题：4. 覆盖领域与核心价值\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>4. 覆盖领域与核心价值\u003C\u002Fh4>\u003Cul>\n\u003Cli>覆盖物理化学材料、工业仿真、生命科学、气象环境海洋、人工智能\u002F遥感\u002F石油勘探\u002F天文研究\u002F地震模拟等五大领域；\u003C\u002Fli>\n\u003Cli>核心价值：通过自然语言与超算交互，实现端到端应用，大幅降低用户使用门槛，重塑超算服务和使用模式。\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw06.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=HZyaC65EuqDrVV1QwtyQeq%2BtLtA%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"挑战与解决方案\">\u003Ca class=\"anchor\" href=\"#挑战与解决方案\" aria-label=\"跳转到标题：挑战与解决方案\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>挑战与解决方案\u003C\u002Fh3>\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw07.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=eeVewQjoR4Q2RPoZ8rlAOgn5Nmo%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"基础设施与生态\">\u003Ca class=\"anchor\" href=\"#基础设施与生态\" aria-label=\"跳转到标题：基础设施与生态\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>基础设施与生态\u003C\u002Fh3>\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw08.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=PYFg4bBCSuLFm5SBAeGgHS1AvIw%3D\" alt=\"\">\u003C\u002Fp>\n\u003Cul>\n\u003Cli>\u003Cstrong>重复性工程化工作替代\u003C\u002Fstrong>：面向材料、CAE、生信等领域的计算研究员\u002F工程师，从 MP 数据库批量拉取结构，并通过自动化计算流程进行高通量模拟与筛选；\u003C\u002Fli>\n\u003Cli>\u003Cstrong>探索型科研场景\u003C\u002Fstrong>：面向物化环材等领域的实验研究员，需要通过智能体进行文献搜索、计算流程总结、环境部署、作业提交、结果分析；\u003C\u002Fli>\n\u003Cli>\u003Cstrong>本地科研智能体构建\u003C\u002Fstrong>：面向个人 AI4S 开发者 + 智能体，SCNet 客户端调用线上 AI4S 技能、算力 MCP 及模型 API，配合本地专业技能快速形成垂直智能体。\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch3 id=\"技术架构\">\u003Ca class=\"anchor\" href=\"#技术架构\" aria-label=\"跳转到标题：技术架构\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>技术架构\u003C\u002Fh3>\u003Cp>通过多层技术架构整合多元能力，实现多智能体协同，构建端到端科研任务自动化流程。\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw09.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=xA3Zp3IppBpsks2MD1OGgWB7q2Y%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"低门槛智能体构建体系\">\u003Ca class=\"anchor\" href=\"#低门槛智能体构建体系\" aria-label=\"跳转到标题：低门槛智能体构建体系\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>低门槛智能体构建体系\u003C\u002Fh3>\u003Cp>通过对话式构建、丰富的组件库以及多智能体协同架构，大幅降低科学计算智能体开发与使用门槛。\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw10.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=OfSjO02zSBK5oyIxpPLNaiCCwh8%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch2 id=\"案例演示一-材料计算\">\u003Ca class=\"anchor\" href=\"#案例演示一-材料计算\" aria-label=\"跳转到标题：案例演示一：材料计算\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>案例演示一：材料计算\u003C\u002Fh2>\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw11.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=y7ujhMRd18FqcKvjE10WTzJla7I%3D\" alt=\"\">\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw12.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=5ZJQLJ4L1LCLMJu5o4OhGvlmwuc%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"1-目标和意图\">\u003Ca class=\"anchor\" href=\"#1-目标和意图\" aria-label=\"跳转到标题：1. 目标和意图\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>1. 目标和意图\u003C\u002Fh3>\u003Cul>\n\u003Cli>晶体结构获取\u003C\u002Fli>\n\u003Cli>计算准备\u003C\u002Fli>\n\u003Cli>作业提交与监控\u003C\u002Fli>\n\u003Cli>结果分析\u003C\u002Fli>\n\u003C\u002Ful>\n\u003Ch3 id=\"2-演示效果\">\u003Ca class=\"anchor\" href=\"#2-演示效果\" aria-label=\"跳转到标题：2.演示效果\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>2.演示效果\u003C\u002Fh3>\u003Cp>输入需求：「帮我获取二氧化硅晶体结构，并准备计算」\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw13.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=ntLqPbuGrupRCfxRvv5%2F83XRBo0%3D\" alt=\"\">\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw14.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=7ydDkKMiTcKjbUURrHuzdgIwiEY%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch2 id=\"案例演示二-生信场景\">\u003Ca class=\"anchor\" href=\"#案例演示二-生信场景\" aria-label=\"跳转到标题：案例演示二：生信场景\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>案例演示二：生信场景\u003C\u002Fh2>\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw15.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=YE%2FzX37aE%2BrT9uzfhSUm1b7Xjwo%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"场景痛点\">\u003Ca class=\"anchor\" href=\"#场景痛点\" aria-label=\"跳转到标题：场景痛点\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>场景痛点\u003C\u002Fh3>\u003Cp>科研人员需要读大量文献、提取实验方法、拼接工具链、复现论文分析流程与配图，人工操作耗时且容易出错。\u003C\u002Fp>\n\u003Ch3 id=\"智能体目标\">\u003Ca class=\"anchor\" href=\"#智能体目标\" aria-label=\"跳转到标题：智能体目标\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>智能体目标\u003C\u002Fh3>\u003Cp>构建文献复现智能体，实现：\u003C\u002Fp>\n\u003Col>\n\u003Cli>分析文献实验流程，提取计算步骤与图表样式；\u003C\u002Fli>\n\u003Cli>复现论文中的分析方法与科研配图规格；\u003C\u002Fli>\n\u003Cli>输入新的科研数据，自动生成与原文规格一致的配图。\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Ch3 id=\"演示流程\">\u003Ca class=\"anchor\" href=\"#演示流程\" aria-label=\"跳转到标题：演示流程\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>演示流程\u003C\u002Fh3>\u003Col>\n\u003Cli>\u003Cp>\u003Cstrong>上传文献\u003C\u002Fstrong>\u003Cbr>上传目标科研论文 PDF，智能体自动分析实验流程与图表生成方法；\u003Cbr>识别图表类型：火山图、条形图、气泡图、网络图等。\u003C\u002Fp>\n\u003C\u002Fli>\n\u003Cli>\u003Cp>\u003Cstrong>传入新数据\u003C\u002Fstrong>\u003Cbr>上传新的眼组织科研数据，智能体按照文献提取的分析流程自动处理数据。\u003C\u002Fp>\n\u003C\u002Fli>\n\u003Cli>\u003Cp>\u003Cstrong>生成一致配图\u003C\u002Fstrong>\u003Cbr>输出符合论文分析流程和绘图规范的复现结果。\u003C\u002Fp>\n\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw16.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=PQDEvstE7nv39U9DO43GP54TxFM%3D\" alt=\"\">\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw17.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=egHFHY%2FSYF9Wa2s0skeTersje28%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch2 id=\"案例演示三-客户端科研智能体\">\u003Ca class=\"anchor\" href=\"#案例演示三-客户端科研智能体\" aria-label=\"跳转到标题：案例演示三：客户端科研智能体\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>案例演示三：客户端科研智能体\u003C\u002Fh2>\u003Ch3 id=\"适用场景\">\u003Ca class=\"anchor\" href=\"#适用场景\" aria-label=\"跳转到标题：适用场景\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>适用场景\u003C\u002Fh3>\u003Cp>用户有自己的行业场景，需要快速校验想法，不一定要从网页端完整构建智能体。\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw18.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=N1%2FMNkHSQIJwYvPJOTAJON0iQRs%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch3 id=\"使用流程\">\u003Ca class=\"anchor\" href=\"#使用流程\" aria-label=\"跳转到标题：使用流程\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>使用流程\u003C\u002Fh3>\u003Col>\n\u003Cli>下载 SCnet 客户端（支持 Windows \u002F Mac）；\u003C\u002Fli>\n\u003Cli>创建自定义插件，上传专属技能；\u003C\u002Fli>\n\u003Cli>语言描述计算任务；\u003C\u002Fli>\n\u003Cli>智能体自动生成脚本、提交作业、返回结果文件。\u003C\u002Fli>\n\u003C\u002Fol>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw19.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=srku8zOZvhcUGaywEDhMlUjdZgE%3D\" alt=\"\">\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002FKnowledge_Base\u002FKB_85_zw20.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=Fdvm2o6RZYRgORJctlrK4LLnPck%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch2 id=\"加入训练营\">\u003Ca class=\"anchor\" href=\"#加入训练营\" aria-label=\"跳转到标题：加入训练营\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>加入训练营\u003C\u002Fh2>\u003Ch4 id=\"完整课程内容-请观看直播或查看课程回放\">\u003Ca class=\"anchor\" href=\"#完整课程内容-请观看直播或查看课程回放\" aria-label=\"跳转到标题：📺完整课程内容，请观看直播或查看课程回放：\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>📺完整课程内容，请观看直播或查看课程回放：\u003C\u002Fh4>\u003Cp>\u003Cstrong>InfiniTensor 官网\u003C\u002Fstrong>： \u003Ca href=\"https:\u002F\u002Fwww.infinitensor.com\">https:\u002F\u002Fwww.infinitensor.com\u003C\u002Fa>\u003C\u002Fp>\n\u003Cp>\u003Cstrong>B站直播\u003C\u002Fstrong>： InfiniTensor 官方直播间\u003C\u002Fp>\n\u003Cp>\u003Cstrong>视频号直播\u003C\u002Fstrong>： InfiniTensor 视频号预约\u003C\u002Fp>\n\u003Cp>\u003Cstrong>答疑交流\u003C\u002Fstrong>： 训练营官方社群⬇️\u003C\u002Fp>\n\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002Fportal_news\u002F2026-xjq.png?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=wGzqtB9HsaU4IHS5eDT0qyV2lsg%3D\" alt=\"\">\u003C\u002Fp>\n\u003Ch2 id=\"关注与交流\">\u003Ca class=\"anchor\" href=\"#关注与交流\" aria-label=\"跳转到标题：关注与交流\">\u003Cspan class=\"octicon octicon-link\">\u003C\u002Fspan>\u003C\u002Fa>关注与交流\u003C\u002Fh2>\u003Cp>\u003Cimg src=\"https:\u002F\u002Foss.infinitensor.com\u002Fprod\u002Fimages\u002Fportal_news\u002Fnews_ewm02.jpg?Expires=1792752563&OSSAccessKeyId=LTAI5t9R6uzvTa69CT92cFvV&Signature=9Am%2FQfw7y%2BpppXGy6g1VG29SISM%3D\" alt=\"\">\u003C\u002Fp>\n",[128,131,133,135,138,140,142,146,149,152,155,157,159,161,163,166,169,172,175,177,179,181,184,186,188,190,193],{"id":129,"text":130,"level":110},"上节课回顾","上节课回顾：",{"id":132,"text":132,"level":9},"科研范式演进",{"id":134,"text":134,"level":9},"科研智能化趋势",{"id":136,"text":137,"level":9},"ai-agents-技术栈全景","AI Agents 技术栈全景",{"id":139,"text":139,"level":110},"构建超级科学计算智能体",{"id":141,"text":141,"level":9},"超算互联网科学计算智能体",{"id":143,"text":144,"level":145},"1-传统科研流程痛点","1. 传统科研流程痛点",4,{"id":147,"text":148,"level":145},"2-自然语言驱动新思路","2. 自然语言驱动新思路",{"id":150,"text":151,"level":145},"3-端到端智能体架构","3. 端到端智能体架构",{"id":153,"text":154,"level":145},"4-覆盖领域与核心价值","4. 覆盖领域与核心价值",{"id":156,"text":156,"level":9},"挑战与解决方案",{"id":158,"text":158,"level":9},"基础设施与生态",{"id":160,"text":160,"level":9},"技术架构",{"id":162,"text":162,"level":9},"低门槛智能体构建体系",{"id":164,"text":165,"level":110},"案例演示一-材料计算","案例演示一：材料计算",{"id":167,"text":168,"level":9},"1-目标和意图","1. 目标和意图",{"id":170,"text":171,"level":9},"2-演示效果","2.演示效果",{"id":173,"text":174,"level":110},"案例演示二-生信场景","案例演示二：生信场景",{"id":176,"text":176,"level":9},"场景痛点",{"id":178,"text":178,"level":9},"智能体目标",{"id":180,"text":180,"level":9},"演示流程",{"id":182,"text":183,"level":110},"案例演示三-客户端科研智能体","案例演示三：客户端科研智能体",{"id":185,"text":185,"level":9},"适用场景",{"id":187,"text":187,"level":9},"使用流程",{"id":189,"text":189,"level":110},"加入训练营",{"id":191,"text":192,"level":145},"完整课程内容-请观看直播或查看课程回放","📺完整课程内容，请观看直播或查看课程回放：",{"id":194,"text":194,"level":110},"关注与交流"]