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Messages

A message carries a role, content, and optional metadata. The main types are SystemMessage, HumanMessage, AIMessage, and ToolMessage.

from langchain.messages import HumanMessage, SystemMessage
messages = [
SystemMessage("Answer from the supplied refund policy only."),
HumanMessage("Can order A-19 be returned after 45 days?"),
]
reply = model.invoke(messages)

Think of the list as the envelope sent on this call. A model is not remembering an earlier Python request unless your application sends or retrieves that history again.

Message Job
System Stable role, rules, and boundaries
Human The user’s current request
AI A model response, including requested tool calls
Tool One tool result tied to one tool-call ID

Do not treat message history as durable memory. Long histories can exceed the context window, retain stale facts, or cross tenant boundaries if keyed incorrectly. Store, filter, and trim history deliberately.

Prompt templates · Tool calling · create_agent