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Use the Qdrant vector db instead of the json file #40

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Use the Qdrant vector db instead of the json file #40

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zioproto
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Purpose

Remove the json file based Vector DB and replace it with Qdrant. The file based vector db is OK for working with small files, but to demostrate the RAG scenario with large files it became a bottleneck.

Does this introduce a breaking change?

[X] Yes
[ ] No

Pull Request Type

What kind of change does this Pull Request introduce?

[ ] Bugfix
[X] Feature
[ ] Code style update (formatting, local variables)
[ ] Refactoring (no functional changes, no api changes)
[ ] Documentation content changes
[ ] Other... Please describe:

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@jamesmcroft jamesmcroft Awaiting requested review from jamesmcroft

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@zioproto