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LLM Engineering Roadmap: From Basics to Production

The specific path toward building real LLM-powered applications.

6 min read · Skill IT Education

Foundations: prompting and API basics

Before RAG or agents, get comfortable calling LLM APIs directly and understanding parameters like temperature and context window.

Core skill: retrieval-augmented generation

RAG is the technique that makes LLMs actually useful for your own data — chunking, embedding, and retrieval are core, non-optional skills.

Advanced: agents and production concerns

Once RAG is solid, agent design and production concerns — latency, cost, evaluation — become the differentiators between a demo and something people actually rely on.

Keep going

Want the structured version of this?

This article is the short version. The full program covers it hands-on, in labs, with a mentor reviewing your work.

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