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AI agent attack surface: 84% versus 13% attack success, 0.05% failures on GPT-5.6 Sol, lethal trifecta and rule of two

AI Strategy · Aug 5, 2026 · 14 min read

GPT-Red broke 84% of agent scenarios: 7 controls to ship in 2026

OpenAI's internal red-teamer beat human red-teamers 84% to 13% and broke a live vending-machine agent. GPT-5.6 Sol now fails 0.05% of those attacks. Here is why a hardened model is not a defence plan, and the seven

Manu Shukla

#prompt injection #ai agent security #GPT-Red