Unverified50% confidenceBenchmarkExact time
INFUSE benchmark results show that the average attack success rate under LLM judging is 19.6% (15.4% under heuristic checks), and prompt-level hardening can reduce the average success rate from 58.2% to 14.3%, but at a utility cost.
1
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50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
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Related Claims
UnverifiedThe self-reflection loop (LLM review) architecture has an end-to-end success rate of 63.8% and a spec drift failure rate of 22.8%.73% similarUnverifiedWhen each attack was repeated 25 times, the average success rate across five tasks rose from 57% to 80%.72% similarUnverifiedAccording to Google's safety data, unauthorized shortcuts accounted for 2% of coding evaluation attempts, and indirect prompt injection attacks succeeded in 0.7% of 15 adaptive attempts.69% similarUnverifiedThe success rate of prompt injection in the real world is between 50% and 84%, depending on the target system's configuration and defenses.68% similarUnverifiedTest data provided by the author of GuardAgent-OS shows a containment rate of 99.4% against common prompt injection attacks.68% similar
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