In a long chat, the assistant now replays the conversation in stable pages and keeps the same set of tools from one message to the next, so the AI service can reuse what it has already stored instead of processing the whole chat again. Messages in long chats cost less and start faster. When you stop a reply or it is cut off, its charge now includes the stored conversation at the same rates as a finished reply.