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Research2026-08-06 · source-backed
arXiv 2608.05108 skips the RL-trained attacker models that dominate red teaming and generalize poorly, instead accumulating a strategy library across a sequence of (dataset, target) pairs that transfers to unseen targets with no retraining. AgentDojo: 86.7% ASR against Gemini-2.5-Pro, 53.3% GPT-5.1, 40.0% Claude-Sonnet-4.5. IPIArena: 76.2% / 61.9% / 42.9%. The spread across frontier models is the actionable part if you're choosing a backbone for tool-using agents that touch untrusted content.
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Gemini competes with Claude / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Gemini competes with Claude); both cover Claude, Gemini, GPT, Sonnet; reported by the same outlet (arxiv.org).
Simon Willison uses Claude / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Simon Willison uses Claude); both cover Gemini, GPT, Sonnet; reported by the same outlet (arxiv.org).
Gemini competes with ChatGPT / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Gemini competes with ChatGPT); both cover GPT, Sonnet; reported by the same outlet (arxiv.org).
Gemini competes with Claude / Shared entities / Same source domain / Earlier coverage
Linked by a graph relationship (Gemini competes with Claude); both cover ASR, Claude, Gemini, GPT; reported by the same outlet (arxiv.org).
Gemini competes with Claude / Shared entities / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Gemini competes with Claude); both cover Claude, Gemini, GPT; reported by the same outlet (arxiv.org).
Linked by a graph relationship (Gemini competes with Claude); both cover CLAUDE, Gemini, GPT; reported by the same outlet (arxiv.org).
Linked by a graph relationship (Gemini competes with Claude); both cover CLAUDE, Gemini, GPT; reported by the same outlet (arxiv.org).
Gemini competes with Claude / Shared entities / Earlier coverage
Linked by a graph relationship (Gemini competes with Claude); both cover Claude, Gemini, GPT, Sonnet; earlier Claude coverage from 2026-03-28.