The Price of Intelligence

The vulnerability of LLMs to hallucination, prompt injection, and jailbreaks poses a significant but surmountable challenge to their widespread adoption and responsible use. We have argued that these problems are inherent, certainly in the present generation of models and likely in LLMs per se, and so our approach can never be based on eliminating them; rather, we should apply strategies of "defense in depth" to mitigate them, and when building and using these systems, do so on the assumption that they will sometimes fail in these directions.