AIBullisharXiv – CS AI · May 127/10
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PRISM: Generation-Time Detection and Mitigation of Secret Leakage in Multi-Agent LLM Pipelines
Researchers introduce PRISM, a real-time defense system that detects and prevents credential leakage in multi-agent LLM pipelines by monitoring generation dynamics at the token level. The system achieves 83.2% F1 score with perfect precision, eliminating observed leakage while maintaining output quality across adversarial benchmarks.