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Welcome: You Are Going to Build AI Systems

How LLMs Work ยท Start here

Module journey

How LLMs Work

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Build a correct mental model of tokens, embeddings, attention, and next-token generation.

Build Your First AI Application

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Prompt, structure outputs, and validate model responses in an application.

Unlocks after earlier modules.

Give Your AI Knowledge

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Design a grounded RAG pipeline with chunking, retrieval, and citations.

Unlocks after earlier modules.

Give Your AI Tools

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Connect tools, agent loops, state, and human approval safely.

Unlocks after earlier modules.

Make Your AI Production Ready

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Reason about evaluation, cost, latency, reliability, and security.

Unlocks after earlier modules.

Final Challenge

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Production-minded customer support AI architecture โ€” ships with Module 5.

Build a Mental Model of an LLM

Unlocks after Lesson 1.19. Build the LLM pipeline, then repair a Break It failure.

Complete Lesson 1.19 to unlock.