Having worked at Weaviate, I can tell you that this isn't an either/or situation. The file interface is powerful because it's universal and LLMs already understand it. The database substrate is powerful because it provides the guarantees you need when things get real. The interesting future isn't files versus databases. It's files as the interface humans and agents interact with, backed by whatever substrate makes sense for the use case.
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多模态智能体（文本 + 图像） → Gemma 3n，这一点在PDF资料中也有详细论述