For questions of safety, the principle focus of pink teaming engagements is to cease AI methods from producing undesired outputs. This might embody blocking directions on bomb making or displaying probably disturbing or prohibited pictures. The purpose right here is to seek out potential unintended outcomes or responses in giant language fashions (LLMs) and guarantee builders are aware of how guardrails should be adjusted to scale back the probabilities of abuse for the mannequin.
On the flip aspect, pink teaming for AI safety is supposed to determine flaws and safety vulnerabilities that might enable menace actors to use the AI system and compromise the integrity, confidentiality, or availability of an AI-powered software or system. It ensures AI deployments don’t lead to giving an attacker a foothold within the group’s system.
Working with the safety researcher neighborhood for AI pink teaming
To reinforce their pink teaming efforts, corporations ought to interact the neighborhood of AI safety researchers. A gaggle of extremely expert safety and AI security specialists, they’re professionals at discovering weaknesses inside laptop methods and AI fashions. Using them ensures essentially the most various expertise and abilities are being harnessed to check a corporation’s AI. These people present organizations with a contemporary, impartial perspective on the evolving security and safety challenges confronted in AI deployments.