--- title: "Agentic Programming: A Roadmap" url: https://daily.dev/posts/agentic-programming-a-roadmap-iuza0pfew source_url: https://machinelearningmastery.com/agentic-programming-a-roadmap type: article source: "Machine Learning Mastery" published: 2026-05-20T15:07:22.333Z updated: 2026-05-20T15:07:49.445Z tags: ["python", "llm", "ai-agents", "langgraph"] reading_time: 15 upvotes: 6 comments: 0 language: 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. # Agentic Programming: A Roadmap **[Machine Learning Mastery](https://daily.dev/sources/mlm)** · 15 min read · 6 upvotes · 0 comments ## Summary A structured roadmap for learning agentic programming from zero to production. Covers the four core components of agentic systems (reasoning engine, memory, tools, goal management), the ReAct loop, three-tier memory architecture (short-term, long-term via vector DBs, episodic), and tool design principles. Compares major frameworks including LangGraph, CrewAI, Anthropic direct API, and Microsoft Agent Framework. Includes a concrete 6-month learning plan, guidance on multi-agent orchestrator-worker patterns, and production concerns like observability, cost management, failure modes, and human-in-the-loop design. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [The Roadmap to Mastering Agentic AI Design Patterns](https://daily.dev/posts/the-roadmap-to-mastering-agentic-ai-design-patterns-rnti5xf8i) · Machine Learning Mastery · 4 upvotes · 0 comments --- Tags: [#python](https://daily.dev/tags/python), [#llm](https://daily.dev/tags/llm), [#ai-agents](https://daily.dev/tags/ai-agents), [#langgraph](https://daily.dev/tags/langgraph) [View this post on daily.dev](https://daily.dev/posts/agentic-programming-a-roadmap-iuza0pfew)