Unverified50% confidenceFactExact time
The paper names a failure mode evidence-chain contamination of protected task state, whose core insight is that whether a suspicious string is dangerous depends on the task itself.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedWhen analyzing the removed samples, the researchers identified previously understudied sources of safety degradation such as tool-execution failures and narrative arithmetic, and the gradient signal shows that these patterns are associated with unsafe behavior.69% similarUnverifiedRuntime defects refer to problems that are exposed only in the real execution environment of an application, and typical types include crashes caused by external dependency timeouts or anomalous data, concurrency races and deadlocks, memory leaks and unreleased resources, and performance degradation under specific configurations or data volumes.68% similarUnverifiedThe traces reveal failure modes that can still occur even with prompt constraints: source attribution errors, incomplete evidence coverage and unsafe assumptions.67% similarUnverifiedByzantine faults originate from the "Byzantine Generals Problem" in distributed systems theory, referring to the situation where some nodes in a system may fail in arbitrary ways—not only stopping responding but possibly actively sending erroneous or contradictory information—and their behavior cannot be trusted.66% similarUnverifiedBad-state evidence is observable material captured at the scene where the problem occurred, such as a screenshot at the time of the error, console logs, network responses, or a database snapshot.65% similar
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