KNOWLEDGE MAP

Knowledge

This is the Knowledge Map — the concept library; browse anything anytime. Want the guided, step-by-step journey to AI engineer? That's the Path.

THE GUIDED JOURNEYEnter the Path →9 modules · 4 projects GLOSSARYAI terms →SEARCHFind a concept →

THE 8 DOMAINS

DOMAIN 1In progress

AI FundamentalsThe minimum honest mental model of modern AI.

Beginner10 concepts

DOMAIN 2In progress

LLMsHow an LLM works, costs, and fails.

Beginner–Int.7 concepts

DOMAIN 3In progress

Prompt EngineeringWrite, structure, and test prompts systematically.

Beginner–Int.7 concepts

DOMAIN 4In progress

AI APIs & Structured OutputsProduction integration: streaming, errors, structured outputs.

Intermediate7 concepts

DOMAIN 5In progress

Tool CallingGive a model tools safely and handle failure.

Intermediate7 concepts

DOMAIN 6In progress

Embeddings & Vector SearchMeaning representation and semantic search — the basis of RAG.

Intermediate7 concepts

DOMAIN 7In progress

RAGSource-grounded, cited answers without hallucination.

Intermediate4 concepts

DOMAIN 8In progress

Agents & Agentic AIThe agent loop: planning, tools, bounds, reliability.

Int.–Advanced6 concepts

DOMAIN 13In progress

MCPThe standard way a model shares tools — consuming it safely and building a Client/Host.

Intermediate3 concepts