Re:Show HN: RAG knowledge base poisoning lab, 100% local
by aminerj on Saturday March 14, 2026 @03:01PM
(#47379952)
This is the deterministic fix that all the heuristic defenses are approximating. Separate token vocabularies for trusted and untrusted context would make the trust boundary architectural rather than probabilistic -- the model literally cannot confuse a retrieved document with a system instruction because they don't share a token space.
The gap between "patented" and "deployed in production inference infrastructure" is the interesting question. Do you know if anyone is actually implementing this in a shipping model or is it still purely research?
The gap between "patented" and "deployed in production inference infrastructure" is the interesting question. Do you know if anyone is actually implementing this in a shipping model or is it still purely research?