has startedThe が marks what is beginning, and 始まって is the て-form of 始まる. It connects to what follows, often meaning “after,” “since,” or “by the time” something has started, depending on context.
JA: 私が着いた時には、会議が始まっていた。
EN: The meeting had already started when I arrived.