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# Overview This repository contains a lightweight library for evaluating language models. We are open sourcing it so we can be transparent about the accuracy numbers we're publishing alongside our latest models. ## Benchmark Results | Model | Prompt | MMLU | GPQA | MATH | HumanEval...
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# Multilingual MMLU Benchmark Results To evaluate multilingual performance, we translated MMLU’s test set into 14 languages using professional human translators. Relying on human translators for this evaluation increases confidence in the accuracy of the translations, especially for low-resource languages like Yoruba....
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# Frontend bun install bun run dev inspired by: https://github.com/anthropics/anthropic-quickstarts/tree/main/customer-support-agent trying to copy: claude.ai some inspiration from: https://github.com/Porter97/monaco-copilot-demo
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# TODO I somewhat hastily removed a bunch of backend code to get this pushed, so the current repo is in kind of rough shape. It runs, but its all stubbed out with mock data. We more or less need to make everything all over again. This is the initial TODO list but we will add to it as we think of things. ## REPO - C...
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# HumanEval: Hand-Written Evaluation Set This is an evaluation harness for the HumanEval problem solving dataset described in the paper "[Evaluating Large Language Models Trained on Code](https://arxiv.org/abs/2107.03374)". ## Installation Make sure to use python 3.7 or later: ``` $ conda create -n codex python=3.7...
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# Microsoft Open Source Code of Conduct This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). Resources: - [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/) - [Microsoft Code of Conduct FAQ](https://opensource.mic...
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# AI Agents for Beginners - A Course ![Generative AI For Beginners](./images/repo-thumbnail.png) ## 10 Lessons teaching everything you need to know to start building AI Agents [![GitHub license](https://img.shields.io/github/license/microsoft/ai-agents-for-beginners.svg)](https://github.com/microsoft/ai-agents-for-b...
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<!-- BEGIN MICROSOFT SECURITY.MD V0.0.9 BLOCK --> # Security Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [...
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# TODO: The maintainer of this repo has not yet edited this file **REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project? - **No CSS support:** Fill out this template with information about how to file issues and get help. - **Yes CSS support:** Fill out an intake form at [a...
{ "source": "microsoft/ai-agents-for-beginners", "title": "SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size": 1240 }
# Course Setup ## Introduction This lesson will cover how to run the code samples of this course. ## Requirements - A GitHub Account - Python 3.12+ ## Clone or Fork this Repo To begin, please clone or fork the GitHub Repository. This will make your own version of the course material so that you can run, test and ...
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# Introduction to AI Agents and Agent Use Cases Welcome to the "AI Agents for Beginners" course! This course gives you fundamental knowledge and applied samples for building with AI Agents. Join the <a href="https://discord.gg/kzRShWzttr" target="_blank">Azure AI Discord Community</a> to meet other learners, and AI A...
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# Explore AI Agent Frameworks AI agent frameworks are software platforms designed to simplify the creation, deployment, and management of AI agents. These frameworks provide developers with pre-built components, abstractions, and tools that streamline the development of complex AI systems. These frameworks help devel...
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# AI Agentic Design Principles ## Introduction There are many ways to think about building AI Agentic Systems. Given that ambiguity is a feature and not a bug in Generative AI design, it’s sometimes difficult for engineers to figure out where to even start. We have created a set of human-centric UX Design Principles ...
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# Tool Use Design Pattern Tools are interesting because they allow AI agents to have a broader range of capabilities. Instead of the agent having a limited set of actions it can perform, by adding a tool, the agent can now perform a wide range of actions. In this chapter, we will look at the Tool Use Design Pattern, w...
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# Agentic RAG This lesson provides a comprehensive overview of Agentic Retrieval-Augmented Generation (Agentic RAG), an emerging AI paradigm where large language models (LLMs) autonomously plan their next steps while pulling information from external sources. Unlike static retrieval-then-read patterns, Agentic RAG inv...
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# Building Trustworthy AI Agents ## Introduction This lesson will cover: - How to build and deploy safe and effective AI Agents - Important security considerations when developing AI Agents. - How to maintain data and user privacy when developing AI Agents. ## Learning Goals After completing this lesson you will k...
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# Planning Design ## Introduction This lesson will cover * Defining a clear overall goal and breaking a complex task into manageable tasks. * Leveraging structured output for more reliable and machine-readable responses. * Applying an event-driven approach to handle dynamic tasks and unexpected inputs. ## Learning ...
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# Multi agent design patterns As soon as you start working on a project that involves multiple agents, you will need to consider the multi-agent design pattern. However, it might not be immediately clear when to switch to multi-agents and what the advantages are. ## Introduction In this lesson, we're looking to answ...
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# Metacognition in AI Agents ## Introduction Welcome to the lesson on metacognition in AI agents! This chapter is designed for beginners who are curious about how AI agents can think about their own thinking processes. By the end of this lesson, you'll understand key concepts and be equipped with practical examples t...
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# AI Agents in Production ## Introduction This lesson will cover: - How to plan the deployment of your AI Agent to production effectively. - Common mistakes and issues that you may face when deploying your AI Agent to production. - How to manage costs while still maintaining the performance of your AI Agent. ## Lea...
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**Agents specific for the customer support process**: - **Customer agent**: This agent represents the customer and is responsible for initiating the support process. - **Support agent**: This agent represents the support process and is responsible for providing assistance to the customer. - **Escalation agent**: This ...
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# Microsoft Open Source Verhaltenskodex Dieses Projekt hat den [Microsoft Open Source Verhaltenskodex](https://opensource.microsoft.com/codeofconduct/) übernommen. Ressourcen: - [Microsoft Open Source Verhaltenskodex](https://opensource.microsoft.com/codeofconduct/) - [Microsoft Verhaltenskodex FAQ](https://opensour...
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# KI-Agenten für Anfänger - Ein Kurs ![Generative KI für Anfänger](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.de.png?WT.mc_id=academic-105485-koreyst) ## 10 Lektionen, die alles lehren, was Sie wissen müssen, um KI-Agenten zu entwickeln [![GitHub license](...
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# Sicherheit Microsoft nimmt die Sicherheit unserer Softwareprodukte und -dienstleistungen ernst, einschließlich aller Quellcode-Repositories, die über unsere GitHub-Organisationen verwaltet werden. Dazu gehören [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/d...
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# TODO: Der Maintainer dieses Repos hat diese Datei noch nicht bearbeitet **REPO-BESITZER**: Möchten Sie Kundenservice- und Supportleistungen (CSS) für dieses Produkt/Projekt? - **Kein CSS-Support:** Füllen Sie diese Vorlage mit Informationen aus, wie man Probleme meldet und Hilfe bekommt. - **CSS-Support gewünscht...
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# Código de Conducta de Código Abierto de Microsoft Este proyecto ha adoptado el [Código de Conducta de Código Abierto de Microsoft](https://opensource.microsoft.com/codeofconduct/). Recursos: - [Código de Conducta de Código Abierto de Microsoft](https://opensource.microsoft.com/codeofconduct/) - [Preguntas f...
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# Agentes de IA para Principiantes - Un Curso ![Generative AI For Beginners](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.es.png?WT.mc_id=academic-105485-koreyst) ## 10 Lecciones que enseñan todo lo que necesitas saber para empezar a construir Agentes de ...
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# Seguridad Microsoft se toma muy en serio la seguridad de nuestros productos y servicios de software, lo que incluye todos los repositorios de código fuente gestionados a través de nuestras organizaciones en GitHub, que incluyen [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](...
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# TODO: El responsable de este repositorio aún no ha editado este archivo **PROPIETARIO DEL REPOSITORIO**: ¿Deseas soporte de Customer Service & Support (CSS) para este producto/proyecto? - **Sin soporte CSS:** Completa esta plantilla con información sobre cómo reportar problemas y obtener ayuda. - **Con soporte...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/es/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/es/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
# Code de Conduite Open Source de Microsoft Ce projet a adopté le [Code de Conduite Open Source de Microsoft](https://opensource.microsoft.com/codeofconduct/). Ressources : - [Code de Conduite Open Source de Microsoft](https://opensource.microsoft.com/codeofconduct/) - [FAQ sur le Code de Conduite de Microsof...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/fr/CODE_OF_CONDUCT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/fr/CODE_OF_CONDUCT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agen...
# Agents IA pour Débutants - Un Cours ![IA Générative pour Débutants](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.fr.png?WT.mc_id=academic-105485-koreyst) ## 10 Leçons pour apprendre tout ce qu'il faut savoir pour commencer à créer des Agents IA [![Li...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/fr/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/fr/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# Sécurité Microsoft prend très au sérieux la sécurité de ses produits et services logiciels, y compris tous les dépôts de code source gérés via nos organisations GitHub, qui incluent [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://g...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/fr/SECURITY.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/fr/SECURITY.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_s...
# TODO : Le responsable de ce dépôt n'a pas encore modifié ce fichier **PROPRIÉTAIRE DU DÉPÔT** : Souhaitez-vous un support du service client et assistance (CSS) pour ce produit/projet ? - **Pas de support CSS :** Complétez ce modèle avec des informations sur la manière de signaler des problèmes et d'obtenir de l...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/fr/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/fr/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
# Microsoft 開源行為守則 此項目採用了 [Microsoft 開源行為守則](https://opensource.microsoft.com/codeofconduct/)。 相關資源: - [Microsoft 開源行為守則](https://opensource.microsoft.com/codeofconduct/) - [Microsoft 行為守則常見問題](https://opensource.microsoft.com/codeofconduct/faq/) - 如有疑問或關注,請聯繫 [opencode@microsoft.com](mailto:opencode@microsoft.com) ...
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# 初學者 AI Agents 課程 ![Generative AI For Beginners](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.hk.png?WT.mc_id=academic-105485-koreyst) ## 10 個課堂,教你從零開始建立 AI Agents 所需的一切 [![GitHub license](https://img.shields.io/github/license/microsoft/ai-agents-for-beginn...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/hk/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/hk/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# 保安 Microsoft 非常重視我們軟件產品和服務的安全性,這包括通過我們的 GitHub 組織管理的所有源代碼庫,例如 [Microsoft](https://github.com/Microsoft)、[Azure](https://github.com/Azure)、[DotNet](https://github.com/dotnet)、[AspNet](https://github.com/aspnet) 和 [Xamarin](https://github.com/xamarin)。 如果你認為你發現了任何 Microsoft 擁有的代碼庫中存在的安全漏洞,並且該漏洞符合 [Microsoft 對安全漏洞的定義]...
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# TODO: 此 Repo 的維護者尚未編輯此文件 **REPO 擁有者**:你希望為此產品/項目提供客戶服務與支持 (CSS) 嗎? - **不需要 CSS 支持**:請填寫此模板,提供有關如何提交問題和獲取幫助的信息。 - **需要 CSS 支持**:請填寫 [aka.ms/onboardsupport](https://aka.ms/onboardsupport) 上的申請表。CSS 會與你合作/幫助你確定下一步操作。 - **不確定?** 請按照「需要」的情況填寫申請表。CSS 會幫助你做出決定。 *然後在發布你的 Repo 之前,從這個 SUPPORT.MD 文件中刪除此第一個標題。* ## 支持 ## 如何提...
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# Microsoft オープンソース行動規範 このプロジェクトは、[Microsoft オープンソース行動規範](https://opensource.microsoft.com/codeofconduct/) を採用しています。 リソース: - [Microsoft オープンソース行動規範](https://opensource.microsoft.com/codeofconduct/) - [Microsoft 行動規範 FAQ](https://opensource.microsoft.com/codeofconduct/faq/) - 質問や懸念がある場合は、[opencode@microsoft.c...
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# 初心者向け AI エージェント - コース ![Generative AI For Beginners](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.ja.png?WT.mc_id=academic-105485-koreyst) ## AIエージェントを作成するために必要なすべてを学べる10のレッスン [![GitHub license](https://img.shields.io/github/license/microsoft/ai-agen...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ja/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ja/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# セキュリティ Microsoft は、ソフトウェア製品やサービスのセキュリティを非常に重要視しています。これには、[Microsoft](https://github.com/Microsoft)、[Azure](https://github.com/Azure)、[DotNet](https://github.com/dotnet)、[AspNet](https://github.com/aspnet)、および [Xamarin](https://github.com/xamarin) を含む、GitHub 組織を通じて管理されているすべてのソースコードリポジトリが含まれます。 もし、[Microsoft のセキュ...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ja/SECURITY.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ja/SECURITY.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_s...
# TODO: このリポジトリの管理者はまだこのファイルを編集していません **リポジトリ管理者**: このプロダクト/プロジェクトに対してカスタマーサービス&サポート(CSS)のサポートを希望しますか? - **CSSサポートなし:** 問題の報告方法やヘルプを得る方法についての情報をこのテンプレートに記入してください。 - **CSSサポートあり:** [aka.ms/onboardsupport](https://aka.ms/onboardsupport) でインテークフォームに記入してください。CSSが次のステップを一緒に検討し、サポートします。 - **よくわからない場合:** 回答が「はい」であるかのよ...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ja/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ja/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
# Microsoft 오픈 소스 행동 강령 이 프로젝트는 [Microsoft 오픈 소스 행동 강령](https://opensource.microsoft.com/codeofconduct/)을 채택했습니다. 리소스: - [Microsoft 오픈 소스 행동 강령](https://opensource.microsoft.com/codeofconduct/) - [Microsoft 행동 강령 FAQ](https://opensource.microsoft.com/codeofconduct/faq/) - 질문이나 우려 사항이 있으시면 [opencode@microsoft...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ko/CODE_OF_CONDUCT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ko/CODE_OF_CONDUCT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agen...
# 초보자를 위한 AI 에이전트 - 강의 ![Generative AI For Beginners](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.ko.png?WT.mc_id=academic-105485-koreyst) ## 🌐 다국어 지원 | 언어 | 코드 | 번역된 README 링크 | 마지막 업데이트 | |----...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ko/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ko/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# 보안 Microsoft는 소프트웨어 제품과 서비스의 보안을 매우 중요하게 생각합니다. 이는 [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin)과 같은 GitHub 조직을 통해 관리되는 모든 소스 코드 저장소를 포함합니다. 만약 [Microsoft의 보안 취약성 정의](h...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ko/SECURITY.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ko/SECURITY.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_s...
# TODO: 이 저장소의 관리자가 아직 이 파일을 편집하지 않았습니다 **저장소 소유자**: 이 제품/프로젝트에 대해 고객 서비스 및 지원(CSS)을 받으시겠습니까? - **CSS 지원 없음:** 문제를 제기하고 도움을 받는 방법에 대한 정보를 포함하여 이 템플릿을 작성하세요. - **CSS 지원 있음:** [aka.ms/onboardsupport](https://aka.ms/onboardsupport)에서 접수 양식을 작성하세요. CSS가 다음 단계를 결정하는 데 도움을 주거나 지원할 것입니다. - **잘 모르겠음?** 답변이 "예"라고 가정하고 접...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/ko/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/ko/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
# Código de Conduta de Código Aberto da Microsoft Este projeto adotou o [Código de Conduta de Código Aberto da Microsoft](https://opensource.microsoft.com/codeofconduct/). Recursos: - [Código de Conduta de Código Aberto da Microsoft](https://opensource.microsoft.com/codeofconduct/) - [Perguntas Frequentes sobre o Có...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/pt/CODE_OF_CONDUCT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/pt/CODE_OF_CONDUCT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agen...
# Agentes de IA para Iniciantes - Um Curso ![IA Generativa para Iniciantes](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.pt.png?WT.mc_id=academic-105485-koreyst) ## 10 Aulas ensinando tudo o que você precisa saber para começar a construir Agentes de IA [![Li...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/pt/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/pt/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# Segurança A Microsoft leva a segurança de seus produtos e serviços de software muito a sério, incluindo todos os repositórios de código-fonte gerenciados por meio de nossas organizações no GitHub, que incluem [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/do...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/pt/SECURITY.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/pt/SECURITY.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_s...
# TODO: O mantenedor deste repositório ainda não editou este arquivo **PROPRIETÁRIO DO REPO**: Você deseja suporte do Customer Service & Support (CSS) para este produto/projeto? - **Sem suporte do CSS:** Preencha este modelo com informações sobre como registrar problemas e obter ajuda. - **Com suporte do CSS:** Preen...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/pt/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/pt/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
# 微軟開源行為準則 此專案採用了 [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/)(微軟開源行為準則)。 相關資源: - [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/) - [Microsoft Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) - 如...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/tw/CODE_OF_CONDUCT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/tw/CODE_OF_CONDUCT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agen...
# 初學者的 AI Agents 課程 ![Generative AI For Beginners](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.tw.png?WT.mc_id=academic-105485-koreyst) ## 10 堂課教你從零開始建立 AI Agents 所需的一切 [![GitHub license](https://img.shields.io/github/license/microsoft/ai-agents-for-b...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/tw/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/tw/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# 安全性 Microsoft 非常重視我們軟體產品與服務的安全性,這也包括透過我們 GitHub 組織管理的所有原始碼庫,例如 [Microsoft](https://github.com/Microsoft)、[Azure](https://github.com/Azure)、[DotNet](https://github.com/dotnet)、[AspNet](https://github.com/aspnet) 和 [Xamarin](https://github.com/xamarin)。 如果您認為在任何 Microsoft 擁有的儲存庫中發現了符合 [Microsoft 的安全性漏洞定義](https:/...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/tw/SECURITY.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/tw/SECURITY.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_s...
# TODO: 此存放庫的維護者尚未編輯此檔案 **存放庫擁有者**:您希望為此產品/專案提供客戶服務與支援 (CSS) 嗎? - **不需要 CSS 支援**:請填寫此範本,提供關於如何提交問題和獲取幫助的資訊。 - **需要 CSS 支援**:請填寫 [aka.ms/onboardsupport](https://aka.ms/onboardsupport) 上的申請表。CSS 將與您合作,協助確定後續步驟。 - **不確定?** 請像回答「是」一樣填寫申請表。CSS 將協助您進行決策。 *在發佈您的存放庫之前,請從此 SUPPORT.MD 檔案中移除此第一個標題。* ## 支援 ## 如何提交...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/tw/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/tw/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
# 微软开源行为准则 本项目已采用 [Microsoft 开源行为准则](https://opensource.microsoft.com/codeofconduct/)。 资源: - [Microsoft 开源行为准则](https://opensource.microsoft.com/codeofconduct/) - [Microsoft 行为准则常见问题](https://opensource.microsoft.com/codeofconduct/faq/) - 如果有任何问题或疑虑,请联系 [opencode@microsoft.com](mailto:opencode@microsoft.com)...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/zh/CODE_OF_CONDUCT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/zh/CODE_OF_CONDUCT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agen...
# 初学者的 AI 代理课程 ![生成式 AI 入门](../../translated_images/repo-thumbnail.fdd5f487bb7274d4a08459d76907ec4914de268c99637e9af082b1d3eb0730e2.zh.png?WT.mc_id=academic-105485-koreyst) ## 10 节课程,教您从零开始构建 AI 代理的一切知识 [![GitHub license](https://img.shields.io/github/license/microsoft/ai-agents-for-beginners.svg)](https://git...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/zh/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/zh/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_size"...
# 安全性 Microsoft 非常重视我们软件产品和服务的安全性,这包括通过我们的 GitHub 组织管理的所有源代码库,这些组织包括 [Microsoft](https://github.com/Microsoft)、[Azure](https://github.com/Azure)、[DotNet](https://github.com/dotnet)、[AspNet](https://github.com/aspnet) 和 [Xamarin](https://github.com/xamarin)。 如果您认为在任何 Microsoft 拥有的代码库中发现了安全漏洞,并且该漏洞符合 [Microsoft 对安全...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/zh/SECURITY.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/zh/SECURITY.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_s...
# 待办事项:此仓库的维护者尚未编辑此文件 **仓库所有者**:您是否希望为此产品/项目提供客户服务与支持 (CSS)? - **不需要 CSS 支持**:请使用本模板填写有关如何提交问题和获取帮助的信息。 - **需要 CSS 支持**:请填写 [aka.ms/onboardsupport](https://aka.ms/onboardsupport) 上的接收表单。CSS 将与您合作/帮助您确定下一步行动。 - **不确定?** 请按照“需要”填写接收表单。CSS 将帮助您做出决定。 *然后在发布您的仓库之前,从这个 SUPPORT.MD 文件中删除这一部分标题。* ## 支持 ## 如何提交问...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/zh/SUPPORT.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/zh/SUPPORT.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building AI Agents", "file_siz...
--- name: Bug report about: Create a report to help us improve title: '' labels: '' assignees: '' --- **Describe the bug** A clear and concise description of what the bug is. **To Reproduce** Steps to reproduce the behavior: 1. Go to '...' 2. Click on '....' 3. Scroll down to '....' 4. See error **Expected behavior...
{ "source": "microsoft/ai-agents-for-beginners", "title": ".github/workflows/ISSUE_TEMPLATE/bug_report.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/.github/workflows/ISSUE_TEMPLATE/bug_report.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get ...
```markdown # Kurseinrichtung ## Einführung In dieser Lektion wird erklärt, wie die Codebeispiele dieses Kurses ausgeführt werden können. ## Anforderungen - Ein GitHub-Konto - Python 3.12+ ## Dieses Repository klonen oder forken Um zu beginnen, klonen oder forken Sie bitte das GitHub-Repository. Dadurch erstellen...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/00-course-setup/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/00-course-setup/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Bu...
# Einführung in KI-Agenten und deren Anwendungsfälle Willkommen zum Kurs "KI-Agenten für Anfänger"! Dieser Kurs vermittelt Ihnen grundlegendes Wissen und praktische Beispiele für die Arbeit mit KI-Agenten. Treten Sie der [Azure AI Discord Community](https://discord.gg/kzRShWzttr) bei, um andere Lernende und Entwickle...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/01-intro-to-ai-agents/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/01-intro-to-ai-agents/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Ge...
```markdown # Erforsche KI-Agenten-Frameworks KI-Agenten-Frameworks sind Softwareplattformen, die die Erstellung, Bereitstellung und Verwaltung von KI-Agenten vereinfachen sollen. Diese Frameworks bieten Entwicklern vorgefertigte Komponenten, Abstraktionen und Werkzeuge, die die Entwicklung komplexer KI-Systeme beschl...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/02-explore-agentic-frameworks/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/02-explore-agentic-frameworks/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "...
# Prinzipien des Agenten-Designs für KI ## Einführung Es gibt viele Ansätze, um KI-Agentensysteme zu entwickeln. Da Mehrdeutigkeit in der Gestaltung generativer KI eher ein Merkmal als ein Fehler ist, fällt es Ingenieuren manchmal schwer, überhaupt einen Ausgangspunkt zu finden. Wir haben eine Reihe von nutzerzentrie...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/03-agentic-design-patterns/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/03-agentic-design-patterns/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Les...
# Entwurfsmuster für die Nutzung von Tools ## Einführung In dieser Lektion wollen wir folgende Fragen beantworten: - Was ist das Entwurfsmuster für die Nutzung von Tools? - Für welche Anwendungsfälle kann es eingesetzt werden? - Welche Elemente/Bausteine sind notwendig, um das Entwurfsmuster umzusetzen? - Welche b...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/04-tool-use/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/04-tool-use/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Building A...
# Agentic RAG Diese Lektion bietet einen umfassenden Überblick über Agentic Retrieval-Augmented Generation (Agentic RAG), ein aufstrebendes KI-Paradigma, bei dem große Sprachmodelle (LMs) eigenständig ihre nächsten Schritte planen, während sie Informationen aus externen Quellen abrufen. Im Gegensatz zu statischen Must...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/05-agentic-rag/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/05-agentic-rag/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Buil...
```markdown # Vertrauenswürdige KI-Agenten entwickeln ## Einführung In dieser Lektion werden folgende Themen behandelt: - Wie man sichere und effektive KI-Agenten erstellt und bereitstellt. - Wichtige Sicherheitsaspekte bei der Entwicklung von KI-Agenten. - Wie man Datenschutz und Privatsphäre der Nutzer bei der Ent...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/06-building-trustworthy-agents/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/06-building-trustworthy-agents/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description":...
# Planungsdesign ## Einführung In dieser Lektion behandeln wir: * Wie man ein klares übergeordnetes Ziel definiert und eine komplexe Aufgabe in überschaubare Teilaufgaben aufteilt. * Die Nutzung strukturierter Ausgaben für zuverlässigere und maschinenlesbare Antworten. * Die Anwendung eines ereignisgesteuerten Ansat...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/07-planning-design/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/07-planning-design/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Star...
# Multi-Agent-Designmuster Sobald Sie an einem Projekt arbeiten, das mehrere Agenten umfasst, müssen Sie das Multi-Agent-Designmuster in Betracht ziehen. Es ist jedoch nicht sofort ersichtlich, wann der Wechsel zu mehreren Agenten sinnvoll ist und welche Vorteile dies bietet. ## Einführung In dieser Lektion wollen...
{ "source": "microsoft/ai-agents-for-beginners", "title": "translations/de/08-multi-agent/README.md", "url": "https://github.com/microsoft/ai-agents-for-beginners/blob/main/translations/de/08-multi-agent/README.md", "date": "2024-11-28T10:42:52", "stars": 3317, "description": "10 Lessons to Get Started Buil...
# Metakognition bei KI-Agenten ## Einführung Willkommen zur Lektion über Metakognition bei KI-Agenten! Dieses Kapitel richtet sich an Anfänger, die neugierig darauf sind, wie KI-Agenten über ihre eigenen Denkprozesse nachdenken können. Am Ende dieser Lektion werden Sie die wichtigsten Konzepte verstehen und praktisch...
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# KI-Agenten in der Produktion ## Einführung Diese Lektion behandelt: - Wie Sie die Bereitstellung Ihres KI-Agenten in der Produktion effektiv planen. - Häufige Fehler und Probleme, die bei der Bereitstellung Ihres KI-Agenten in der Produktion auftreten können. - Wie Sie die Kosten verwalten und gleichzeitig die Lei...
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# Configuración del Curso ## Introducción Esta lección cubrirá cómo ejecutar los ejemplos de código de este curso. ## Requisitos - Una cuenta de GitHub - Python 3.12+ ## Clonar o Hacer un Fork de este Repositorio Para comenzar, por favor clona o haz un fork del repositorio de GitHub. Esto creará tu...
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# Introducción a los Agentes de IA y Casos de Uso de Agentes ¡Bienvenido al curso "Agentes de IA para Principiantes"! Este curso te proporciona conocimientos fundamentales y ejemplos prácticos para construir con Agentes de IA. Únete a la [Comunidad de Discord de Azure AI](https://discord.gg/kzRShWzttr) para conoc...
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# Explorar Frameworks de Agentes de IA Los frameworks de agentes de IA son plataformas de software diseñadas para simplificar la creación, implementación y gestión de agentes de inteligencia artificial. Estos frameworks proporcionan a los desarrolladores componentes preconstruidos, abstracciones y herramientas que f...
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# Principios de Diseño Agéntico para IA ## Introducción Existen muchas formas de abordar la construcción de Sistemas de IA Agénticos. Dado que la ambigüedad es una característica y no un defecto en el diseño de IA Generativa, a veces es difícil para los ingenieros saber por dónde empezar. Hemos creado un conjunto...
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# Patrón de Diseño de Uso de Herramientas ## Introducción En esta lección, buscamos responder las siguientes preguntas: - ¿Qué es el patrón de diseño de uso de herramientas? - ¿Cuáles son los casos de uso en los que se puede aplicar? - ¿Cuáles son los elementos/bloques necesarios para implementar este patr...
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# Agentic RAG Esta lección ofrece una visión completa de Agentic Retrieval-Augmented Generation (Agentic RAG), un paradigma emergente de IA en el que los modelos de lenguaje grandes (LLMs) planifican de forma autónoma sus próximos pasos mientras extraen información de fuentes externas. A diferencia de los patrones e...
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# Construyendo Agentes de IA Confiables ## Introducción En esta lección se cubrirá: - Cómo construir y desplegar Agentes de IA seguros y efectivos. - Consideraciones importantes de seguridad al desarrollar Agentes de IA. - Cómo mantener la privacidad de datos y usuarios al desarrollar Agentes de IA. ## Ob...
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# Planificación y Diseño ## Introducción En esta lección cubriremos: * Definir un objetivo general claro y descomponer una tarea compleja en tareas manejables. * Aprovechar salidas estructuradas para obtener respuestas más confiables y legibles por máquinas. * Aplicar un enfoque basado en eventos para maneja...
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# Patrones de diseño de múltiples agentes Tan pronto como comiences a trabajar en un proyecto que involucre múltiples agentes, necesitarás considerar el patrón de diseño de múltiples agentes. Sin embargo, puede que no sea inmediatamente evidente cuándo cambiar a un enfoque de múltiples agentes y cuáles son sus venta...
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# Metacognición en Agentes de IA ## Introducción ¡Bienvenido a la lección sobre metacognición en agentes de IA! Este capítulo está diseñado para principiantes curiosos sobre cómo los agentes de IA pueden reflexionar sobre sus propios procesos de pensamiento. Al final de esta lección, comprenderás conceptos clave ...
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# Agentes de IA en Producción ## Introducción Esta lección cubrirá: - Cómo planificar de manera efectiva el despliegue de tu Agente de IA en producción. - Errores comunes y problemas que podrías enfrentar al desplegar tu Agente de IA en producción. - Cómo gestionar costos mientras mantienes el rendimiento de...
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# Configuration du Cours ## Introduction Cette leçon expliquera comment exécuter les exemples de code de ce cours. ## Prérequis - Un compte GitHub - Python 3.12+ ## Cloner ou Forker ce Dépôt Pour commencer, veuillez cloner ou forker le dépôt GitHub. Cela créera votre propre version du matériel de cou...
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# Introduction aux Agents IA et Cas d'Utilisation des Agents Bienvenue dans le cours "Agents IA pour Débutants" ! Ce cours vous offre des connaissances fondamentales et des exemples pratiques pour construire avec des Agents IA. Rejoignez la [communauté Discord Azure AI](https://discord.gg/kzRShWzttr) pour rencont...
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# Explorer les Frameworks d'Agents IA Les frameworks d'agents IA sont des plateformes logicielles conçues pour simplifier la création, le déploiement et la gestion d'agents IA. Ces frameworks offrent aux développeurs des composants préconstruits, des abstractions et des outils qui facilitent le développement de syst...
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# Principes de Conception Agentique pour l'IA ## Introduction Il existe de nombreuses façons d'aborder la création de systèmes d'IA agentique. Étant donné que l'ambiguïté est une caractéristique inhérente et non un défaut dans la conception de l'IA générative, il est parfois difficile pour les ingénieurs de savoi...
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# Modèle de Conception d'Utilisation d'Outils ## Introduction Dans cette leçon, nous cherchons à répondre aux questions suivantes : - Qu'est-ce que le modèle de conception d'utilisation d'outils ? - À quels cas d'utilisation peut-il être appliqué ? - Quels sont les éléments nécessaires pour implémenter ce ...
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# Agentic RAG Cette leçon offre une vue d'ensemble complète de l'Agentic Retrieval-Augmented Generation (Agentic RAG), un paradigme émergent de l'IA où les grands modèles de langage (LLMs) planifient de manière autonome leurs prochaines étapes tout en récupérant des informations à partir de sources externes. Contrai...
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# Construire des Agents IA Fiables ## Introduction Cette leçon couvrira : - Comment construire et déployer des Agents IA sûrs et efficaces. - Les considérations importantes en matière de sécurité lors du développement d'Agents IA. - Comment préserver la confidentialité des données et des utilisateurs lors du...
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# Conception de la Planification ## Introduction Cette leçon couvrira : * Définir un objectif global clair et diviser une tâche complexe en tâches gérables. * Exploiter des sorties structurées pour des réponses plus fiables et lisibles par machine. * Appliquer une approche orientée événements pour gérer des ...
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# Modèles de conception multi-agents Dès que vous commencez à travailler sur un projet impliquant plusieurs agents, vous devez prendre en compte le modèle de conception multi-agents. Cependant, il n'est pas toujours évident de savoir quand passer à un système multi-agents et quels en sont les avantages. ## Intr...
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# Métacognition chez les Agents IA ## Introduction Bienvenue dans la leçon sur la métacognition chez les agents IA ! Ce chapitre est conçu pour les débutants curieux de savoir comment les agents IA peuvent réfléchir à leurs propres processus de réflexion. À la fin de cette leçon, vous comprendrez les concepts clé...
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# Agents d'IA en Production ## Introduction Cette leçon couvrira : - Comment planifier efficacement le déploiement de votre agent d'IA en production. - Les erreurs courantes et les problèmes que vous pourriez rencontrer lors du déploiement de votre agent d'IA en production. - Comment gérer les coûts tout en...
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# 課程設定 ## 簡介 呢堂會教你點樣運行呢個課程嘅代碼示例。 ## 必備條件 - 一個 GitHub 帳戶 - Python 3.12 或以上版本 ## 複製或分叉呢個 Repo 首先,請複製(clone)或者分叉(fork)GitHub 嘅 Repository。咁樣你就可以擁有課程材料嘅自己版本,方便運行、測試同埋調整代碼! 可以點擊呢個連結 [fork the repo](https://github.com/microsoft/ai-agents-for-beginners/fork) 去操作。 完成後,你應該會有一個好似以下圖示嘅分叉版本: ![Forked Repo](../../../transl...
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# 人工智能代理簡介及應用場景 歡迎來到「人工智能代理入門」課程!這門課程將為你提供構建人工智能代理的基礎知識和實際範例。 加入 [Azure AI Discord 社群](https://discord.gg/kzRShWzttr),與其他學習者和人工智能代理開發者互動,並隨時提問有關本課程的問題。 在課程開始前,我們將首先了解什麼是人工智能代理,以及如何在我們構建的應用程式和工作流程中使用它們。 ## 課程介紹 本課程將涵蓋: - 什麼是人工智能代理?有哪些不同類型的代理? - 哪些應用場景最適合人工智能代理?它們如何幫助我們? - 設計代理解決方案時的一些基本組件有哪些? ## 學習目標 完成本課程後,你應該能...
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# 探索 AI Agent 框架 AI Agent 框架係一啲專門設計嘅軟件平台,目標係簡化 AI agent 嘅開發、部署同管理。呢啲框架為開發者提供預設嘅組件、抽象層同工具,令到開發複雜嘅 AI 系統變得更加簡單。 呢啲框架幫助開發者專注於應用程式嘅獨特部分,通過為 AI agent 開發中常見嘅挑戰提供標準化嘅解決方案。佢哋提升咗構建 AI 系統嘅可擴展性、可用性同效率。 ## 簡介 呢堂課會涵蓋: - 乜嘢係 AI Agent 框架?佢哋可以幫開發者做到啲乜? - 團隊可以點樣利用呢啲框架快速原型設計、反覆改良同提升 agent 嘅能力? - 微軟開發嘅框架同工具([Autogen](https://aka.ms/...
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# AI Agentic Design Principles ## 簡介 建立 AI Agentic 系統有好多唔同嘅方法。由於喺生成式 AI 設計中,模糊性係一個特性而唔係缺陷,所以工程師有時會唔知點開始。我哋創建咗一套以人為本嘅用戶體驗設計原則,幫助開發者建立以客戶為中心嘅 agentic 系統,從而解決業務需求。呢啲設計原則唔係一個具體嘅架構,而係一個幫助團隊定義同建立 agent 體驗嘅起點。 一般嚟講,agents 應該: - 擴展同提升人類能力(例如:頭腦風暴、解決問題、自動化等) - 填補知識空白(例如:讓我快速掌握知識領域、翻譯等) - 支援並促進協作,滿足我哋每個人偏好嘅合作方式 - 幫助我哋成為更好嘅自己...
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# 工具使用設計模式 ## 簡介 喺呢堂課,我哋會解答以下問題: - 咩係工具使用設計模式? - 呢個模式適用於咩場景? - 實現呢個設計模式需要嘅元素/組成部分係咩? - 喺建立可信賴嘅AI代理時,使用工具使用設計模式需要注意啲咩特別事項? ## 學習目標 完成呢堂課之後,你將能夠: - 定義工具使用設計模式及其目的。 - 識別適用工具使用設計模式嘅場景。 - 理解實現呢個設計模式所需嘅關鍵元素。 - 認識使用呢個設計模式時,確保AI代理可信賴嘅考量。 ## 咩係工具使用設計模式? **工具使用設計模式**重點喺俾大型語言模型(LLMs)能夠與外部工具互動,以達到特定目標。工具係由代理執行嘅代碼,佢可以係一個簡...
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# 主動式 RAG 本課程為你提供一個全面的介紹,了解主動式檢索增強生成(Agentic RAG),這是一種新興的人工智能模式,讓大型語言模型(LLMs)能自主規劃下一步行動,同時從外部數據源獲取資訊。與傳統的靜態檢索-閱讀模式不同,主動式 RAG 涉及到多次迭代地調用 LLM,穿插使用工具或函數調用,並生成結構化的輸出。系統會評估結果,改進查詢,必要時調用額外工具,並重複這個過程,直到找到滿意的解決方案為止。 ## 課程介紹 本課程將涵蓋以下內容: - **理解主動式 RAG:** 學習這種新興的 AI 模式,讓大型語言模型(LLMs)能自主規劃下一步行動,同時從外部數據源中提取資訊。 - **掌握迭代式 Maker-Ch...
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# 建立值得信賴的人工智能代理 ## 簡介 本課程將涵蓋: - 如何構建和部署安全且有效的人工智能代理 - 開發人工智能代理時的重要安全考量 - 如何在開發人工智能代理時維護數據和用戶隱私 ## 學習目標 完成本課程後,您將能夠: - 識別並減輕創建人工智能代理時的風險 - 實施安全措施,確保數據和訪問得到妥善管理 - 創建能維護數據隱私並提供優質用戶體驗的人工智能代理 ## 安全性 首先,我們來探討如何構建安全的代理應用程序。安全性意味著人工智能代理按照設計執行。作為代理應用程序的開發者,我們擁有一些方法和工具來最大化安全性: ### 構建元提示系統 如果您曾經使用大型語言模型(LLMs)構建人工智能應用程序,...
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# 設計規劃 ## 簡介 呢堂課會講解以下內容: * 點樣清晰咁定義一個整體目標,並將複雜嘅任務拆解成可管理嘅細項。 * 善用結構化輸出,提供更可靠同機器可讀嘅回應。 * 採用事件驅動嘅方法,應對動態任務同突發輸入。 ## 學習目標 完成呢堂課後,你將會了解: * 點樣為 AI agent 設定清晰嘅整體目標,確保佢知道需要達成咩。 * 將複雜嘅任務分解成可管理嘅子任務,並用邏輯次序組織好。 * 為 agents 配備合適嘅工具(例如搜尋工具或數據分析工具),決定幾時同點樣使用,並處理出現嘅突發情況。 * 評估子任務嘅結果,衡量表現,並對行動進行迭代改進,以提升最終輸出。 ## 定義整體目標同拆解任務 ![定義目標同...
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# 多代理設計模式 當你開始處理一個涉及多個代理的項目時,你就需要考慮多代理設計模式。然而,何時切換到多代理模式以及其優勢可能並不立刻明顯。 ## 簡介 在這一課中,我們將解答以下問題: - 哪些場景適用於多代理模式? - 為什麼使用多代理比單一代理處理多個任務更有優勢? - 實現多代理設計模式的基本構件是什麼? - 我們如何掌握多個代理之間的互動情況? ## 學習目標 完成這一課後,你應該能夠: - 辨識適用於多代理的場景。 - 認識使用多代理相較於單一代理的優勢。 - 理解實現多代理設計模式的基本構件。 更大的圖景是什麼? *多代理是一種設計模式,允許多個代理協作以實現共同目標。* 這種模式被廣泛應用於各個領...
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