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Security2026-07-10 · source-backed
In How we contain Claude across products, Anthropic reports classifiers intercept roughly 83% of overeager actions pre-execution, and Claude resists prompt injection at about 0.1% single-attempt success on Gray Swan benchmarks. Their conclusion from those numbers is that model-layer defenses cannot stop a determined egress, and their stated ordering is environmental containment first (sandbox, VM, egress proxy), model-layer second. The reasoning is clean: an egress proxy blocks the exfiltration POST regardless of the agent's intent, while a classifier only reduces the probability of that intent. If you take one thing from today, take that ordering.
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Claude benchmarked against Gray Swan / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude, Their; reported by the same outlet (anthropic.com).
Claude benchmarked against Gray Swan / Shared entities / Same source domain / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude; reported by the same outlet (anthropic.com).
Claude benchmarked against Gray Swan / Shared entities / Shared topic / Earlier coverage / Tension
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude; overlapping topics (agent, anthropic, block).
Claude benchmarked against Gray Swan / Shared entities / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude; reported by the same outlet (anthropic.com).
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, CLAUDE; reported by the same outlet (anthropic.com).
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude; reported by the same outlet (anthropic.com).
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude; reported by the same outlet (anthropic.com).
Linked by a graph relationship (Claude benchmarked against Gray Swan); both cover Anthropic, Claude; reported by the same outlet (anthropic.com).