الصوت المشترك

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. A multiple-agent setup allows us to break a complex pr