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Thanks for the feedback!

It's less about the RAG exposing new data to a regular user, and more about using the vector pipeline as a covert channel. The idea is to sneak out data the attacker already can access, but in a way that might bypass traditional DLP looking at emails, USBs, etc.

The "fluff" is largely educational material, as the project is for research and learning. For a concrete technical demonstration, the scripts/embed.py and scripts/query.py scripts are the core, and the docs/guides/quick_start.md tries to offer a direct path to seeing it in action.

Hope that helps! Will add a video demo soon.



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