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Adversarial Testing

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Thursday, 16 July 2026

OpenAI’s GPT-Red automates prompt injection testing to harden AI agents

The New Stack 4 hours ago

OpenAI unveiled GPT-Red, an automated red-teaming system that uses AI to find prompt injection vulnerabilities in AI agents by testing thousands of exploit variations. GPT-5.6 achieved six times fewer failures on prompt-injection benchmarks than the strongest production model released four months earlier, and GPT-Red successfully manipulated a live vending machine agent to discount items over $100 to $0.50. The result shifts security testing from manual human discovery to continuous automated adversarial probing integrated into model training pipelines.