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So far, we have seen how individual agents solve specific tasks, extracting, classifying, generating outputs. But real enterprise workflows are not single-step. They involve multiple decisions, multiple transformations, and different types of reasoning happening in a chain. Trying to handle all of that in a single agent leads to a lack of control, low traceability, and inconsistent output. This is where multi-agent systems become essential.