Agreed that Koog can act as an easier API layer, but the real advantage is that it’s a full agent framework. As your app grows, such as adding memory, tool use, or more complex agent logic, Koog can support that out of the box. In contrast, relying solely on the OpenAI Java SDK means you’ll eventually be building your own agent loop, memory, and orchestration logic… or switching to Koog later anyway once basic prompting no longer scales.