YouTube launch series
What a 'prompt' actually is — vs. system prompt, vs. context window
Prompt, system prompt, context window — three words people mix up. Knowing the difference saves you hours.
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What you'll walk away with
A scene-by-scene walkthrough of every beat in the video. Plain English. Real numbers. Real workflow.
The walkthrough
- Three words people mix up. Knowing the difference saves you hours.
- User prompt. The thing you type.
- That's a user prompt. Plain request. One turn.
- System prompt. The personality.
- Loaded once. Stays for the whole conversation.
- User prompt + system prompt = the actual answer.
- Context window. The working memory.
- Everything in the conversation lives in there. System prompt. Past turns. Your new question.
- When it fills up, the oldest stuff falls out. The bot forgets.
- Bigger window = more memory. That's why context size matters.
- Stack from bottom up: system → history → current prompt → response.
- Your business knowledge lives in the system prompt. Your folder gets pulled in too.
- That's how Claude Code uses CLAUDE.md. Reads it into the system prompt automatically.
- Your data + system prompt = a bot that knows you. Not generic slop.
- Tokens cost money. More context = more tokens = bigger bill.
- Tip: keep your system prompt tight. The folder fills the rest.
- Now you know the three. Prompt. System prompt. Context window.
- Feed YOUR business data into the window. That's the moat.
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— Jake Morris · Oklahoma veteran · localmodeldojo.com