Best first move
Pick one educator from the table, watch one matched video, then open one hands-on resource. The aim is to leave with a working habit, project, or mental model tied to agents.
AI learning guide
Best AI resources for agents
Learn tool use, agent loops, multi-agent systems, and workflow design.
Quick answer
How to shortlist
Compare audience, level, format, and starting point. Favor a source that matches your current role and gives you exercises, examples, docs, or code you can use immediately.
What to avoid
Avoid collecting dozens of generic AI tips. Use this guide to choose a narrow learning loop: one topic, one educator, one video, one resource, one application in your own work.
Videos to watch
Agents for everything else
AI Engineer
LangGraph introduction
LangChain
Hugging Face agents course
Hugging Face
RAG and LlamaIndex
LlamaIndex
Educators and sources
| Educator / source | Best for | Skills | Start with |
|---|---|---|---|
| Indie founders, product builders | Founder workflows, Product ops, Automation | Read the public notes and examples before deciding whether the paid material matches your business. | |
| Founders, service business owners | Founder workflows, Systems, Automation | Look for workflow breakdowns and implementation examples. | |
| Developers, AI engineers | AI engineering, Agents, Developer tools | Watch AI Engineer talks for production patterns and tool choices. | |
| Everyone from beginners to builders | Prompting, Agents, RAG, ML foundations | Start with ChatGPT Prompt Engineering for Developers, then pick a RAG or agents course. | |
| Developers, researchers | Prompting, RAG, Reasoning, Agents | Use the prompting techniques and RAG sections as a reference. | |
| Engineers, researchers | Agents, RAG, ML research | Read the posts on LLM-powered autonomous agents and prompt engineering. | |
| Developers and ML learners | Agents, Transformers, Diffusion, Open models | Take the Agents Course if you want agent basics, or the NLP/Transformers course if you need model fundamentals. | |
| Developers building agents and LLM apps | LangGraph, Agents, LLM orchestration, RAG | Start with Introduction to LangGraph and work through the notebooks. | |
| Developers building RAG and document agents | RAG, Agents, Document workflows, Context augmentation | Read the LlamaIndex introduction, then build a small document Q&A app. | |
| Developers building with OpenAI APIs | API examples, RAG, Agents, Structured outputs | Search the cookbook for the exact pattern you need and run the notebook locally. | |
| Developers learning agents from concept to code | Agents, Multi-agent workflows, Tool use | Start with lesson 1 on what agents are, then build through the GitHub lessons. | |
| Developers learning applied AI concepts | Speech AI, LLMs, Agents, ML concepts | Search their channel for the exact implementation topic you need. | |
| Data and AI practitioners | Data systems, ML engineering, AI trends | Search episodes by topic: RAG, evaluation, agents, MLOps. | |
| AI learners across levels | Generative AI, Deep learning, Prompting, Agents | Use short courses for targeted skills and specializations for foundations. | |
| Cloud developers and solution architects | Cloud AI, Agents, MLOps, Generative AI | Use an AI/ML learning plan tied to the AWS services you already use. | |
| Developers using Microsoft AI tools | Azure AI, Agents, Copilot, Cloud AI | Choose the Azure AI services path that matches your role. | |
| Beginner developers | AI foundations, Python, Prompting, LLM apps | Use the beginner AI and Python material before attempting agents or RAG. | |
| Operators, founders, no-code builders | Automation, AI workflows, No-code tools | Find a guide that matches one recurring task in your business. |
Resources
OpenAI Cookbook
GitHub repo · OpenAI · Beginner to advanced
You need implementation examples rather than theory.
Microsoft AI Agents for Beginners
GitHub repo · Microsoft · Beginner to intermediate
You want a structured agent learning path with code.
Prompt Engineering Guide
Guide · DAIR.AI · Beginner to advanced
You want examples of prompting techniques and patterns.
Hugging Face Agents Course
Free course · Hugging Face · Beginner to intermediate
You want a hands-on agent course that uses open-source tools.
LangGraph Academy
Free course · LangChain · Intermediate
You want to build multi-step agent workflows with state.
LlamaIndex Docs
Docs and examples · LlamaIndex · Intermediate
You need to connect LLMs to documents, data, and retrieval.
AI Engineer Talks
Conference videos · AI Engineer · Intermediate to advanced
You want practitioner talks from builders working on the current AI stack.
Initial Commit
Newsletter · Josh Pigford · Beginner to intermediate
Use this when you want Josh Pigford's material for founder workflows and related AI skills.
Builder Methods
Newsletter · Brian Casel · Beginner to intermediate
Use this when you want Brian Casel's material for founder workflows and related AI skills.
AI Engineer
Conference talks · Swyx · Intermediate to advanced
Use this when you want Swyx's material for ai engineering and related AI skills.
DeepLearning.AI Short Courses
Short courses · Andrew Ng · Beginner to advanced
Use this when you want Andrew Ng's material for prompting and related AI skills.
DAIR.AI Prompt Engineering Guide
Guide · Elvis Saravia · Beginner to advanced
Use this when you want Elvis Saravia's material for prompting and related AI skills.
Lilian Weng's AI posts
Technical essays · Lilian Weng · Advanced
Use this when you want Lilian Weng's material for agents and related AI skills.
Hugging Face Learn
Free courses · Hugging Face · Beginner to advanced
Use this when you want Hugging Face's material for agents and related AI skills.
LangChain Academy
Courses · LangChain · Intermediate
Use this when you want LangChain's material for langgraph and related AI skills.
LlamaIndex
Docs · Jerry Liu · Intermediate
Use this when you want Jerry Liu's material for rag and related AI skills.
Questions this guide answers
Which agent course should I take first?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
When should I use an agent workflow?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.
Which educators teach practical agent failure modes?
Use the educator table, videos, and resources above to compare options by topic fit, depth, and format. A good choice gives you a concrete next step: a course module, code example, video walkthrough, project, or workflow you can try today.