For questions of safety, the principle focus of purple teaming engagements is to cease AI methods from producing undesired outputs. This might embrace blocking directions on bomb making or displaying probably disturbing or prohibited pictures. The aim right here is to search out potential unintended outcomes or responses in giant language fashions (LLMs) and guarantee builders are conscious of how guardrails should be adjusted to cut back the probabilities of abuse for the mannequin.
On the flip aspect, purple teaming for AI safety is supposed to establish flaws and safety vulnerabilities that would permit menace actors to take advantage of the AI system and compromise the integrity, confidentiality, or availability of an AI-powered utility 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 purple teaming
To reinforce their purple teaming efforts, firms ought to have interaction the neighborhood of AI safety researchers. A bunch of extremely expert safety and AI security consultants, they’re professionals at discovering weaknesses inside laptop methods and AI fashions. Using them ensures probably the most various expertise and abilities are being harnessed to check a corporation’s AI. These people present organizations with a contemporary, unbiased perspective on the evolving security and safety challenges confronted in AI deployments.
