--- title: How to Build AI Agents with Python | CrewAI + Ollama... description: A hands-on tutorial demonstrating how to build a multi-agent AI system using CrewAI and Ollama. The tutorial creates two specialized agents: a YouTube content... canonical: https://daily.dev/posts/diiyxixps twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: How to Build AI Agents with Python | CrewAI + Ollama Tutorial | daily.dev og:description: A hands-on tutorial demonstrating how to build a multi-agent AI system using CrewAI and Ollama. The tutorial creates two specialized agents: a YouTube content... og:url: https://daily.dev/posts/diiyxixps og:image: https://api.daily.dev/og/posts/diIyxIXpS.png og:image:alt: Post cover image og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # How to Build AI Agents with Python | CrewAI + Ollama Tutorial **[Learn Python](https://daily.dev/sources/lpython)** · [@sophyia](https://daily.dev/sophyia) · 21 upvotes · 1 comments ## Summary A hands-on tutorial demonstrating how to build a multi-agent AI system using CrewAI and Ollama. The tutorial creates two specialized agents: a YouTube content analyst that generates video topic ideas around AI and Python, and a script writer that creates detailed video scripts based on those ideas. The implementation uses local LLM models through Ollama (specifically Llama 3.1 8B) and showcases the sequential workflow where agents collaborate to complete tasks. The tutorial covers the complete setup process including virtual environment creation, agent definition with roles and backstories, task creation, and crew orchestration. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Community discussion Top comments from developers on daily.dev. **@anonymous\_25** · 0 upvotes > Hi, ma'am! I don’t really know how to reach you, but I really want to learn AI. I know I need to master Python first, but everything seems to cost money. Do you know any free online classes or websites where I can learn and practice? --- Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#llm](https://daily.dev/tags/llm), [#ollama](https://daily.dev/tags/ollama), [#python](https://daily.dev/tags/python) [View this post on daily.dev](https://daily.dev/posts/diiyxixps) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/diiyxixps","headline":"How to Build AI Agents with Python | CrewAI + Ollama Tutorial","text":"Shared: How to Build AI Agents with Python | CrewAI + Ollama Tutorial","url":"https://daily.dev/posts/diiyxixps","datePublished":"2025-09-11T12:04:04.680Z","dateModified":"2026-03-15T07:11:08.093Z","author":{"@type":"Person","name":"Sophia Iroegbu","url":"https://daily.dev/sophyia","image":"https://media.daily.dev/image/upload/s--1j1RQwqv--/f_auto/v1705049914/avatars/avatar_knFW0EX5eXvqpm72yZRfE","description":"I enjoy building open-source projects! 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