Companies blindly deploy AI models without checking for embedded vulnerabilities or malicious payloads.
Build a scanner that analyzes model architectures and weights for signs of tampering or dangerous behavior.
Sell enterprise licenses to companies deploying sensitive models, with free tier for open source projects.
Start by implementing known attack signatures before developing more sophisticated detection methods.
Challenge is keeping up with rapidly evolving attack techniques in this new field.