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I tried Google's NotebookLM for this use case and was very pleased with the experience.

If you trust Google that is.

NotebookLM is currently US only, limited to 20 documents (sorry, 'sources') per notebook, and only works with Google Drive.

Not offline. I do not trust anyone with some data, because I have contractually promised not to do so.