Finance saw the bill. The person said they had only asked about a ticket's status. The log has two responses. The first only asks for a tool. The second is the one that turns the tool result into a sentence. The model does not remember the previous turn unless you paste the history back. Multi-turn chat, tools, and retries are separate HTTP calls.