LLM Fundamentals
A system prompt is hidden instructions provided to AI before your conversation that shape its behavior, personality, and capabilities—like giving an employee their job description before they start work.
Every AI conversation has two types of input: the system prompt (background instructions) and user prompts (your messages). The system prompt runs silently before you type anything, establishing who the AI "is" for this conversation.
When ChatGPT maintains a consistent personality across millions of users, that's a system prompt at work. When Claude refuses certain requests, that's system prompt guardrails. And when you use Custom Instructions, you're adding your own layer to the system prompt.
The conversation structure AI sees:
System Prompt (Hidden)
"You are a helpful real estate assistant with expertise in Nashville markets. Always respond professionally. Never provide legal or financial advice..."
User Prompt (Your Message)
"Write a listing description for 123 Main Street."
AI Response
"Welcome to 123 Main Street, where Nashville charm meets modern convenience..."
Settings → Personalization → Custom Instructions
Create a Project → Add custom instructions
Paste instructions at conversation start
Include "system" message in API calls
Context Cards are essentially enhanced system prompts. When you load your Context Card at the start of a conversation, you're giving AI background instructions about who you are, how you communicate, and what you know.
Role: You are a real estate content assistant for [Agent Name], a luxury agent in Nashville, TN with 15 years experience.
Voice: Write in a warm, conversational tone. Use "you" and "your" frequently. Avoid: "dream home," "won't last long," "stunning."
Expertise: Nashville neighborhoods (Green Hills, Belle Meade, Franklin), relocation buyers, first-time homebuyers.
Constraints: Never provide legal or financial advice. Always suggest consulting professionals for those topics. Keep emails under 200 words unless specified.
Enhanced, structured system prompts for consistent AI voice.
LLM FundamentalsThe user-facing input that works with system prompts.
AI Acceleration FrameworksThe broader practice of shaping AI behavior.
Prompting TechniquesAssigning AI a specific persona—often done in system prompts.
Learn to write effective system prompts and Context Cards in The Architect workshop—create AI that consistently sounds like you.
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