Is there a market for zero-knowledge API's?
Do you think there is a market for zero knowledge Natural Language Model APIs. For example, a Natural Language Understanding model that provides a public key to encrypt the data/prompt before sending and which runs within a secure isolated environment (like AWS Nitro) which has exclusive access to the decryption keys?
It's not sexy sounding but I just had to implement something similar, in house, for some BI workloads involving HR data for our people team. I had to ensure that I nor any other infra person would be able to backdoor and view any of the data or decrypt anything. I think this is another space where this could be very useful.
Related q: I had a commercial dataset that I would loved to have found a way of verifiably locking access down to but still allowing my customers to consume it for model training etc.
Anyone come across such a thing?
Yes, I think so. Seems like what some enterprises will need
HIPAA compliant GPT, for example
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GPT3+ size language model yes.
that can be trained on company data.
How would I use it in the real world?