[spmurrayzzz]

I didn't miss that detail, I just don't think chunking alone is where the complexity lies and that the pgai feature set isn't really differentiated at all from other offerings in that context. My commentary about full documents was responding directly to your comment here in this thread more so than I was the article (you claimed chroma can only insert chunks, which isn't accurate, and I expanded from there).

[samatman]

This is true only in the trivial case where the entire document fits in a single chunk, correct?

That seems like a meaningful distinction.

[spmurrayzzz]

Yes that is correct, but my position (which perhaps has been poorly-articulated) is that in the non-trivial instances, it is a distinction without difference in the greater context of the RAG stack and related pipelines.

Just allowing for a chunking function to be defined which is called at insertion time doesn't really alleviate the major pain points inherent to the process. Its a minor convenience, but in fact, as pointed out elsewhere in this thread by others, its a convenience you can afford to yourself in a handful of lines of code that you only ever have to write once.