AI systems, from LLM pipelines to generative image models, produce staggering volumes of unstructured data. But it’s not the raw objects that cause operational headaches – it’s the metadata: versions, references, lifecycles, and access policies. Without metadata management tools built into the database layer, object storage at scale quickly becomes unmanageable.
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