$ roadmap --ai-agents
AI Agents / Agentic AI learning roadmap (beginner)
A beginner-friendly path from Python basics to deployable agentic AI systems.
Join AI Season
Start with Python and APIs
Students should be comfortable with functions, data structures, HTTP requests, JSON, and basic API usage.
Learn LLM application patterns
Move into prompts, structured outputs, tool calling, RAG, vector databases, and conversational state.
Build agent workflows
Use LangChain and LangGraph to build agents that plan, use tools, remember context, and handle multi-step tasks.
Evaluate and deploy
Production AI work requires cost control, latency thinking, observability, regression checks, and safety boundaries.