As is always the case when the attackers invent technology / systems to attack a system the defenders will immediately come up with a technology to protect (might not always be great protection at the beginning). Yesterday I posted about Researchers demo the first worm that spreads through LLM prompt injection and today while going through my feeds I saw the news that earlier this week cloudflare announced a Firewall for AI . Initially when I read the headline I thought it was yet another group of people who are claiming to have created a ‘perfect firewall’ using AI. Thankfully that was not the case and in this instance it looks like an interesting application that will probably become as common as the regular firewall.
What this system does is quite simple, it is setup in front of a LLM so that all interactions with the LLM goes through the firewall and every request with an LLM prompt is scanned for patterns and signatures of possible attacks. As per their blog post attacks like Prompt Injection, Model Denial of Service, and Sensitive Information Disclosure can be mitigated by adopting a proxy security solution like Cloudflare Firewall for AI.
Firewall for AI is an advanced Web Application Firewall (WAF) specifically tailored for applications using LLMs. It will comprise a set of tools that can be deployed in front of applications to detect vulnerabilities and provide visibility to model owners. The tool kit will include products that are already part of WAF, such as Rate Limiting and Sensitive Data Detection, and a new protection layer which is currently under development. This new validation analyzes the prompt submitted by the end user to identify attempts to exploit the model to extract data and other abuse attempts. Leveraging the size of Cloudflare network, Firewall for AI runs as close to the user as possible, allowing us to identify attacks early and protect both end user and models from abuses and attacks.
OWASP has published their Top 10 for Large Language Model Applications, which is a fantastic read and a good overview of the security risks targeting LLM’s. As per cloudfare this firewall mitigates some of the risks highlighted in OWASP for LLM’s. I would suggest taking the announcement with a grain of salt till we have independent validation of the claims. That being said it is def a step in the correct direction though.
– Suramya