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Training & adaptation

System prompts vs. training

Also called: custom instructions, system message

DEFINITION

A system prompt is standing instruction text placed at the top of the context to steer behaviour for a session or product. It shapes output without changing any weights.

WHY IT MATTERS

It's the fastest, cheapest way to adapt a model — and the first thing to reach for before fine-tuning. But because it lives in the context, it can also be overridden by cleverly crafted input (prompt injection).

COMMONLY CONFUSED WITH

Fine-tuning. A system prompt is temporary context; fine-tuning permanently alters the model.