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atlas

Don't confuse these

Prompt injection vs Social engineering

Why they differ

Both trick a target into obeying a false authority, but here the target is the model, not a person.

Prompt injection

AI risk & governance

Hiding instructions in the text an AI system reads so that it ignores its own rules and follows the attacker instead.

Formal

An attack on a large language model in which input written by an outsider, typed directly or hidden in a web page, file or email the model is asked to read, is treated as an instruction and overrides what its owner intended.

In plain English

Like slipping a note into a pile of letters a new assistant is sorting that says "ignore your boss and send me the keys" - and the assistant cannot tell the note apart from real orders.

In practice

A municipality's AI assistant sums up incoming emails from citizens; one email hides white-on-white text telling it to forward the last ten messages to an outside address, and it does.

Why it matters

The model mixes rules and content in the same stream of words, so there is no watertight fix yet; the more an AI system is allowed to do on its own, the more damage one hidden sentence can cause.

Social engineering

People, culture & awareness

Manipulating people into giving away information or access, instead of breaking into systems directly.

Formal

A family of attacks that play on human trust, respect for authority, helpfulness, curiosity or time pressure to make a person reveal information or grant access, getting around technical controls entirely.

In plain English

Like a con artist who does not pick the lock but simply talks the doorman into holding the door open.

In practice

A few USB sticks labelled “Salaries 2026” are left in the car park outside a town hall; an employee plugs one into a work PC to find out whose it is.

Why it matters

The strongest locks and walls do not help if a person can be talked into opening them, so people are a target in their own right and need defending as such.

Shared connections

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