NirDiamant / agents-towards-production
NirDiamant / agents-towards-production
Agents Towards Production is the open-source playbook for turning AI agents into real-world products. It is your go‑to resource for building production‑ready GenAI agents that scale from prototype to enterprise. Tutorials cover stateful workflows, vector memory, real‑time web search APIs, Docker deployment, FastAPI endpoints, security guardrails, GPU scaling, browser automation, fine‑tuning, multi‑agent coordination, observability, evaluation, and UI development. Agents Towards Production 是一份将 AI Agent(智能体)转化为现实世界产品的开源实战指南。它是你构建从原型到企业级生产就绪型生成式 AI 智能体的首选资源。教程涵盖了有状态工作流、向量记忆、实时网络搜索 API、Docker 部署、FastAPI 端点、安全护栏、GPU 扩展、浏览器自动化、微调、多智能体协作、可观测性、评估以及 UI 开发等内容。
⭐ If you find value in this project, PLEASE STAR IT to help others discover these tutorials! ⭐ 如果你觉得本项目有价值,请点个星标(STAR),帮助更多人发现这些教程!
📖 From the Same Author RAG Made Simple — #1 Best Seller on Amazon in Generative AI. 22 RAG techniques with intuition, comparisons, and illustrations. Free with Kindle Unlimited or $0.99 launch price (goes up soon). 👉 Get the book on Amazon. 📖 作者其他作品 《RAG Made Simple》—— 亚马逊生成式 AI 类目畅销榜第一名。包含 22 种 RAG 技术,配有直观解析、对比和插图。Kindle Unlimited 用户可免费阅读,或以 0.99 美元的首发价格购买(即将涨价)。👉 前往亚马逊购买本书。
28 production-grade tutorials covering stateful workflows, vector memory, web search APIs, Docker deployment, security guardrails, GPU scaling, multi-agent coordination, and more. 包含 28 个生产级教程,涵盖有状态工作流、向量记忆、网络搜索 API、Docker 部署、安全护栏、GPU 扩展、多智能体协作等。
💼 Apply for open AI engineering jobs AI-first companies are hiring through the DiamantAI Collective. 💼 申请 AI 工程师职位 AI 优先型公司正通过 DiamantAI Collective 进行招聘。
💎 Tutorial Sponsors Companies that have contributed step-by-step tutorials to this repository. Click a logo to open the tutorial. Use Ctrl‑/⌘‑click to keep this page open. 💎 教程赞助商 为本仓库贡献了分步教程的公司。点击图标即可打开对应教程。使用 Ctrl/⌘ + 点击可保持当前页面打开。
💎 General Sponsors Companies that support this project through partnerships and resources. Click a logo to visit their website. 💎 通用赞助商 通过合作伙伴关系和资源支持本项目的公司。点击图标即可访问其官网。
📫 Stay Updated! Join over 50,000 AI enthusiasts getting unique cutting-edge insights and free tutorials! Plus, subscribers get exclusive early access and special 33% discounts to my book and upcoming courses! 📫 保持关注! 加入超过 50,000 名 AI 爱好者的行列,获取独特的尖端见解和免费教程!此外,订阅者还可以获得独家抢先体验权,以及我的书籍和即将推出的课程 33% 的特别折扣!
💬 Join Our Community Stay connected with the latest in GenAI and agent development: r/EducationalAI. Join our growing community discussing cutting-edge AI research, agent development, and production insights! 💬 加入我们的社区 保持与生成式 AI 和智能体开发最新动态的连接:r/EducationalAI。加入我们不断壮大的社区,共同探讨尖端 AI 研究、智能体开发和生产实践见解!
✨ Introduction Agents Towards Production is your hands-on guide to every building block of a GenAI agent stack. All knowledge is delivered through runnable tutorials covering orchestration, memory, observability, deployment, security, and more. Each tutorial lives in its own folder with ready-to-run notebooks or code files, so you can move from concept to working agent in minutes. ✨ 简介 《Agents Towards Production》是你掌握生成式 AI 智能体技术栈每一个构建模块的实战指南。所有知识均通过可运行的教程呈现,涵盖编排、记忆、可观测性、部署、安全等领域。每个教程都存放在独立的文件夹中,并附带可直接运行的 Notebook 或代码文件,让你能在几分钟内从概念跨越到可工作的智能体。
🏗️ AI Agent Architecture This diagram shows the flow of building a production-level agent. The tutorials in this repository cover each of these components step-by-step. 🏗️ AI 智能体架构 此图展示了构建生产级智能体的流程。本仓库中的教程将逐步涵盖这些组件中的每一个。
📚 Tutorials (Detailed breakdown of Tool Integration, Data Processing, RAG, Memory, Deployment, Multi-agent, GPU, and Security tutorials follows.) 📚 教程 (以下为工具集成、数据处理、RAG、记忆、部署、多智能体、GPU 和安全教程的详细分类。)