| Well I'm saying the prompt is leaked. But that's not the biggest issue in most cases. Prompt: "I have a file of 315 customers with their IP, behavior, religious affiliation and previous purchases plus medical history. I want to figure out if I have any customers whose religious affiliation pre-dates a post-surgery stay in hospital." Data: a huge CSV file which, as you can tell, contains incredibly sensitive/legally impactful information. With this system, you send the prompt to GPT-4 or Claude, and it doesn't see your data at all. It just writes a python program that can do the analysis. You run the program locally on C:/Users/passwordoops/SuperSensitiveData/Confidential.csv You get the result. OpenAI has never seen your data. It's a win for confidentiality. (of course, that's if the LLM didn't give you a program that would exfiltrate your prompt, and if the CSV contains no prompt injection to exfiltrate the data, etc. This system is a security nightmare.) |