I think comparing it to Vector Database is confusing as database would typically mean indexes and some sort of query support.
Storing Embeddings with File is interesting concept... we already do it for some file formats (ie EXIF), where this one is generalized... yet you would need to have some actual database to load this data into to process at scale.
Another issue I see is support for different models and embedding formats to make this data really portable - like I can take my file drop it into any system and its embedding "seamlessly" integrates
Storing Embeddings with File is interesting concept... we already do it for some file formats (ie EXIF), where this one is generalized... yet you would need to have some actual database to load this data into to process at scale.
Another issue I see is support for different models and embedding formats to make this data really portable - like I can take my file drop it into any system and its embedding "seamlessly" integrates