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RAGHard· System Design· Adversarial Robustness· API Constraints

Your director wants to ship CrAM to prevent adversarial...

It is important to separate the benchmark performance of a technique like CrAM from the resource requirements it assumes. Since CrAM relies on scaling attention tensors, it cannot be implemented on a hosted API. Instead of forcing a costly migration to self-hosting, propose RA-RAG as a practical alternative that blunts low-credibility flooding through per-source voting. Self-hosting can be proposed as a separate, long-term project if the specific performance ceiling of CrAM is later deemed necessary.

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