I’m trying to move beyond simple AI agents — what makes an agentic system actually useful?

I have been experimenting with multi-agent systems and recently started building a DeepResearch-style agent workflow to understand what goes into a real Agentic AI application. The first version is intentionally simple, but the goal is not just another “LLM + tool call” demo. I’m trying to learn the

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