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Welcome to the second episode of AI IN ACTION, where we solve real-world problems using cutting-edge AI tools! 🚀
In this tutorial, we’ll build an AI-Powered Diagram Generator using smolagents and Mermaid. This tool converts text prompts into Mermaid diagrams, generates images, and displays them in a user-friendly Gradio interface.
🔍 What You’ll Learn:
1️⃣ How smolagents simplifies building multi-step AI agents.
2️⃣ How to generate Mermaid.js scripts dynamically from text prompts.
3️⃣ How to render diagrams as images using Python (Pillow library).
4️⃣ How to integrate everything into a Gradio-based web app for seamless user interaction.
💡 Use Case:
Struggling with inconsistent AI-generated diagrams? This tutorial tackles this challenge by creating reliable, automated workflows for generating diagrams like:
🚀 Sequence Diagrams
🚀 Flowcharts
🚀 State Diagrams
💻 Tools and Frameworks:
🚀 smolagents: A Hugging Face library for building multi-step agents.
🚀 Mermaid.js: A popular JavaScript library for diagram generation.
🚀 Gradio: A Python library for building easy-to-use web interfaces.
🌟 Why Watch This?
🚀 Whether you’re a software engineer, architect, or AI enthusiast, this tutorial demonstrates how to save time and boost productivity by automating diagram creation. Stop relying on clunky tools—start building smarter workflows today!
🚀 AI in Action Series:
- Part 1:
https://youtu.be/wzcB8_xPdQs
- Part 2:
https://youtu.be/D7r1PtkxNYg
💻 What You’ll Learn:
1️⃣ Why invoice processing is essential for decision-making and scalability.
2️⃣ How LangGraph’s graph-based workflows enable error-resistant, modular AI pipelines.
3️⃣ Step-by-step implementation of:
What agents are you building? Join the conversation at https://discord.gg/eQXBaCvTA9
🔗 Links & Resources:
- Skool: https://www.skool.com/ai-software-developers
- Code the Revolution: Newsletter - https://aidev9.substack.com
- Discord server: https://discord.gg/eQXBaCvTA9
- smolagents - https://huggingface.co/docs/smolagents
Timecodes:
00:00 - Welcome Mermaid with smolagents
00:42 - Introduction
01:08 - Business case for diagrams
01:16 - AI diagram generation fails
01:32 - Introducing AI IN ACTION
02:08 - Introducing smolagents from Hugging Face
02:28 - Why smolagents?
02:50 - smolagents in action
03:26 - Discord server
03:35 - Coding Tutorial
07:18 - Login sequence diagram
13:12 - E-commerce sequence diagram
14:00 - Login with Okta sequence diagram
14:30 - Mindmap
15:52 - Pie chart
17:26 - Gantt chart
18:45 - Component diagram
19:50 - State diagram
21:36 - Inspect saved images
23:13 - Bonus example
26:00 - Image generation
27:00 - Cute puppies
28:32 - Hedgehog
29:24 - Cats in a Ferrari
30:30 - Summary
#ai #openai #pydantic #ollama #langgraph #smolagents #huggingface #mermaid #mistral #llm #developer #software #tutorial #genai #llama #local #private #chatgpt #prompt #promptengineering #ai #gradio