OpenAI trained GPT-5.6 against an adversarial model, GPT-Red, to enhance its resilience against attacks. The new GPT-5.6 Sol model demonstrated 6x fewer failures against prompt injections compared to their previous best production model from four months prior.
OpenAI's significant improvement in prompt injection defense reduces a key attack vector for agentic systems, improving reliability for enterprise deployments.