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atlas

Don't confuse these

Artificial intelligence (AI) vs Large language model (LLM)

Why they differ

Many people now say "AI" and mean a chat assistant, but a large language model is only one kind of AI among many.

Artificial intelligence (AI)

Machine learning basics

Computer systems that do tasks we normally link to human thinking, such as spotting patterns, answering questions or making choices.

Formal

A broad field and a label for systems that, for a set of goals chosen by people, produce outputs such as predictions, content, advice or decisions that affect the world around them, with some level of independence.

In plain English

An umbrella word, like “vehicle”, covering everything from a simple filter that sorts junk mail by fixed rules to a chat assistant that writes whole reports.

In practice

A supplier tells a region's purchasing team that its new HR tool “uses AI”; the team asks whether it actually sorts job applications, writes text or makes decisions about staff.

Why it matters

The label alone says little about risk; laws such as the EU AI Act judge a system by what it is used for, so buyers and users must ask what it really does.

Large language model (LLM)

Language models

A very large model trained on huge amounts of text to predict the next word, which lets it write, sum up and answer in fluent language.

Formal

A deep learning model, usually a transformer with billions of weights, trained on vast text collections to predict the next token; the same skill, repeated, lets it produce long answers to a prompt.

In plain English

Like the next-word suggestions on a phone keyboard, but trained on a large part of the internet - it knows how answers usually sound, not whether they are true.

In practice

Staff in a municipality get a chat assistant built on an LLM to draft replies to citizens and sum up meeting notes, and the IT department must decide which data they may paste into it.

Why it matters

LLMs sound confident even when wrong, can be steered by hidden text, and send your input to whoever runs them - all real risks to weigh before use.

Shared connections

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