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AI Concepts

Single-page visual guides on core concepts, system architectures, tooling, and infrastructure - structured for rapid scannability and deep technical clarity.

AI Concepts Field Guide

Basics: Start Here

Five foundational questions every AI newcomer asks. If you're new to LLMs, start here - each page takes 5 minutes and explains one core concept in plain English.

Question 1

What is an LLM?

What large language models actually are, how they work at a high level, and what you should know before using one.

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Question 2

What is a Token?

The basic unit of AI economics - how tokens work, why they determine cost, and why different languages cost different amounts.

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Question 3

What is Prompting?

How to communicate with AI - system prompts vs user prompts, common mistakes, and techniques that get better results.

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Question 4

What is an AI Agent?

The difference between a chatbot and an agent - tools, autonomy, and the loop that lets agents keep working until the job is done.

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Question 5

What is a Context Window?

Every LLM has a memory limit - what fits in the window, what happens when it's full, and how to manage it effectively.

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