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Gallery Ingestion
Upload new media, persist it, and make it searchable through embeddings.
This ingestion surface writes the media catalog and vector index to persistent storage. When OpenAI is configured, uploaded assets also get real embeddings and optional AI-generated metadata for richer retrieval.