DeepMind: agent-swarm attacks trick best-defended Gemini model on 34% of tasks

rohanpaul_ai · x · 2026-11-13

Google DeepMind's report argues prompt injection is not solved. They built an Agentic Optimizer — 8 teams of attacker agents sharing notes and iterating — tested on 100 tool-use tasks with a random harmless tool call as the goal. Within 320 tries, the strongest attacker beat the most robust Gemini 4 Argon on 34% of tasks; open-weight Kimi K3, GLM-5.3, and DeepSeek-V4.1-Flash resisted only 1%. Human red-teaming looks saturated, so frontier defenses need proactive automated red-teaming.

Related event: DeepMind: Agent Swarm Attacks Still Break Prompt Injection Defenses(2 posts)→

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