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EvoSafeHarness is a safety-specific optimization framework that synthesizes a deployable harness for a frozen model in a target domain, guided by model behavior, domain specifications, and fresh-context adversarial review to reject benchmark-specific rules.
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.
A single email can stealthily poison the memory of personal agents, leading to long-term manipulation of their behavior without detection.
