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Topic #503

System Prompt

The system prompt is a special message (in most chat-style APIs) that sets persistent behavior, persona, and constraints for the entire conversation — separate from the user's actual messages, and generally treated with more authority by the model.

Structure of a Typical Chat Request

# Conceptual — see LLM API for real provider-specific syntax
messages = [
    {"role": "system", "content": "You are a support assistant for
                                    Acme Corp. Only answer questions
                                    about Acme products. Be concise."},
    {"role": "user", "content": "What's your return policy?"}
]

The system message is sent once (often re-sent with every request in the conversation, since the model has no memory between calls — see How LLMs Work), establishing ground rules the user's messages then operate within.

What Belongs in a System Prompt

Good FitExample
Persona / role"You are a senior tax advisor..."
Persistent constraints"Never provide medical diagnoses; recommend consulting a doctor instead."
Output format rules"Always respond in valid JSON matching this schema: ..."
Scope boundaries"Only answer questions related to our product documentation."

System Prompts Are Not an Absolute Security Boundary

System prompts get more weight from the model than a typical user message, but they are not a hard, unbreakable barrier — a sufficiently crafted user input can sometimes cause a model to deviate from system instructions (see Prompt Injection). Treat the system prompt as a strong steering mechanism, not a guaranteed security control on its own — genuine safety-critical constraints need enforcement outside the model too (validation, guardrails).

Practical Use Case

A single application often reuses one carefully tuned system prompt across every user conversation — it's effectively the application's core behavior specification, worth version-controlling and testing like any other piece of application logic.

Common Mistakes

  • Assuming the system prompt makes a behavior unconditionally guaranteed, with no other safeguards — treat critical constraints as needing enforcement beyond just prompting
  • Cramming task-specific, one-off instructions into the system prompt instead of the user message, making the system prompt bloated and harder to maintain across different use cases

Interview Relevance

"Is a system prompt a reliable security boundary?" — no, not on its own; a good answer explains why (susceptibility to injection) and what should back it up (validation, guardrails, least-privilege tool access).

Practice Question

Write a system prompt for an internal HR assistant that should only answer policy questions and must never disclose specific employee salary information.

Related Notes

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