Discussion – has anyone build a firewall for AI models yet?
Trying to figure out if there are already companies that have build firewall like products for AI models. Assuming everyone will now start hosting open source models to control their destiny, I wonder if this is a large market for startups to go after.
I am not a firewall or security expert but would you have organizations protect their sensitive data from AI's reach thereby limiting AI's ability ? Wouldn't the real ROI of AI will depend on the sensitive data ?
I guess dynamic firewall's with runtime permissions are needed protect the data and at the same time let AI do it's thing.
We already have many components and solutions for "firewalls", like everything we've done with microservice isolation. If you mean "sandbox" more than "firewall", there are 100s since Claude Code came out
So my first thesis that I want to prove is - are all enterprises going to start self hosting open source models ? If yes, then one will need to deploy a solution around the models to act as a firewall. A firewall fine tuned for the context that’s coming in and coming out of a model. Way different from how microservices work today.
1. Most enterprises are not self hosting at this point, hardware is too expensive. We want model choice. Eg. we are buying Fireworks.ai, however this is irrelevant to point 2
2. "firewall" is the wrong term, you are looking for "guardrails" if you are talking about prompt protections. Here again, there are 100s of projects and takes on this. Ai is the hottest space right now, people are thinking about all of these things. This piece is central to Fable access being shut off.
Ack on the guardrail analogy.
On fireworks - do you just run serverless or do you take their dedicated instance. My question is how do you ensure that the model is not being manipulated to getting stuff it shouldn’t be.
I meant for a model. Like agents could be many within an organization, instead of patching up each agent with a security solution, wouldn’t it be easier to build one that wraps around the model ?
I guess dynamic firewall's with runtime permissions are needed protect the data and at the same time let AI do it's thing.
2. "firewall" is the wrong term, you are looking for "guardrails" if you are talking about prompt protections. Here again, there are 100s of projects and takes on this. Ai is the hottest space right now, people are thinking about all of these things. This piece is central to Fable access being shut off.
Looking forward to understanding the second part of this.
In fireworks - how does one build guardrails or it does not matter to companies hosting their models on fireworks?