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Replacement of Langchain: How OpenAI Agents SDK Handles Deep Search?

Agents are super buggy. In our company projects, we noticed that Langchain started to perform worse. In multi-agent systems, agents often loop because they don’t understand when they have completed the final action, don’t call each other when needed, or simply return data in broken JSON format. In short, creating an agent system has become more difficult, and we even started considering simplifying systems by getting rid of a lot of agents. And just a week ago, OpenAI updated the SDK for creating agents and also rolled out access to new tools via API. So I went ahead and started testing.