AI Family Cheat Sheet

Plain-English reference

Glossary

The words you'll hear thrown around. No PhDs required.

LLM (Large Language Model)
The technology behind ChatGPT and Claude. A program trained on enormous amounts of text that learns to predict what should come next — turns out that's enough to write, summarize, explain, and reason.
Prompt
The thing you type to the AI. Better prompts → better answers. Most of this site is about writing better prompts.
Hallucination
When AI invents something — a fact, a quote, a citation — and presents it confidently. The fix: verify anything that matters.
Context
The information you give the AI to work with — facts about you, the situation, the goal. The single biggest lever for better answers.
Token
A small chunk of text (roughly 4 characters or ¾ of a word). AI is paid and limited by tokens. You don't need to count them — just know that "too long" is a real constraint.
Context window
How much text the AI can "see" at once. Modern AIs can read whole books at a time, but very long chats can still lose track of what you said up top.
Model
A specific version of an AI. "GPT-4o", "Claude Sonnet 4.6" are models. Newer is usually better, but not always cheaper or faster.
API
A way for software to talk to AI directly (instead of through a chat website). Comes up when you want to build something that uses AI, like an app or automation.
RAG (Retrieval-Augmented Generation)
When an AI looks things up in a specific document or database before answering. It's how AI products give answers grounded in real, current data.
Fine-tuning
Customizing a model on specific examples so it gets better at a narrow task. Usually overkill for personal use — better prompting does most of the work.
System prompt
A "behind the scenes" instruction that shapes how the AI behaves in a chat — like "you are a helpful tutor for a 6th grader." Some apps let you set this; most chats just have a default.
Multimodal
An AI that can handle more than text — images, audio, sometimes video. Photo-of-a-receipt → typed total is a multimodal task.
Agent
An AI that can do multi-step things on its own — not just answer, but browse, click, file, send. Still early, but rapidly getting useful.
Open source / open weights
AI models you can download and run yourself. Mostly relevant if you're technical. Less relevant for most family use.
Cloud / on-device
Whether the AI runs on someone else's computer (cloud — ChatGPT, Claude) or on your own (on-device — like Apple Intelligence). On-device is more private; cloud is usually more capable.
Privacy mode / temporary chat
A setting that tells the AI service not to use your conversation to train future models. Use it when sharing anything you don't want stored.

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