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- each analyst is a graph of its own (model and tools on a private message history) that returns only its report; all start together and the research debate waits for every report - the message-clearing nodes are gone; a checkpoint saved by the sequential layout starts fresh - TradingAgentsGraph.stream_run streams the analysts' messages for debug mode and the CLI, whose status and timing now track the analysts side by side