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There are some Emacs org-mode plugins (for example org-noter) that do exactly this. But this is just me pointing this out as something as exists, and not really a recommendation - Emacs is really intense to get into with a Steep learning curve.
Hi, Logseq has the best integration for pdfs! You MUST check it out!
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