ModelRefs / Message Threading — AI Glossary

Message Threading — AI Glossary

Organizing conversation history into a structured thread of alternating roles (system/user/assistant) as required by chat completion APIs.

Overview

Chat APIs require messages in a specific role sequence—system (optional, first), then alternating user/assistant. The sequence must be valid: no two consecutive same-role messages. Frameworks like LangChain, LlamaIndex, and the Vercel AI SDK manage thread construction. Incorrect threading causes API errors or degraded quality.

Reference details

Topicprompting
Also known aschat thread, conversation thread
Last reviewed2026-06-24

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Frequently asked questions

What is Message Threading?

Organizing conversation history into a structured thread of alternating roles (system/user/assistant) as required by chat completion APIs.

Is Message Threading the same as chat thread?

Yes — chat thread, conversation thread are common aliases for Message Threading.

What concepts are related to Message Threading?

Closely related concepts include multi turn, system message, user message.