Dev.to
6/18/2026

The Model Doesn't Remember. You Do
Short summary
LLMs don't remember conversations—they process a stateless array of messages you control. This tutorial removes SDK abstractions to show the fundamentals: raw HTTP requests to Claude's API, managing conversation history as a message array, building interactive chat loops, and understanding how tool use lets models execute tasks. Master these concepts and you'll understand how every LLM chatbot actually works.
- •LLM context is stateless—you must manage and resend full conversation history with each request
- •SDK vs raw fetch: removing abstractions reveals how the API actually works
- •Build multi-turn conversations by appending messages to an array and implementing interactive chat loops
Generated with AI, which can make mistakes.
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