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Attackers can bypass defenses by cleverly fragmenting harmful tasks, rendering current stateful defenses ineffective in real-world scenarios.
KeyPooling uncovers that shared credentials in LLM API relays can expose customer cache states, revealing a systemic vulnerability that threatens data privacy.
Automated extraction of data from vector graphics achieves unprecedented precision, enabling researchers to recover and verify scientific data with confidence and efficiency.
TwinGate stops jailbreaks by tracking malicious intent across anonymized, interleaved queries with minimal overhead, something previous defenses couldn't do.