Delayed Backdoor Attacks Defeat All Current Detection Methods

Same source domain / Shared topic / Tension

Safety rules survive compaction as text but stop firing as rules.

Reported by the same outlet (arxiv.org); overlapping topics (auditing, behavioral, model); pushes against this story (but).

Prompt injection in log entries flips SOC classifications, but the model's own explanation snitches.

Reported by the same outlet (arxiv.org); overlapping topics (attack, compromise, model); pushes against this story (but).

Adapter blocks four families of injection attacks by tagging text

Reported by the same outlet (arxiv.org); overlapping topics (attack, model); pushes against this story (but).

Diffusion models decode up to 72x faster, training-free

Reported by the same outlet (arxiv.org); overlapping topics (current, model); pushes against this story (but).

Swapping hand-written mutation operators for LLM mutations cut valid Simulink repairs from 16 to 4.

Reported by the same outlet (arxiv.org); overlapping topics (behavioral, model); pushes against this story (against).

Review your skill library as installed sets, not individual files.

Reported by the same outlet (arxiv.org); overlapping topics (attack, chain); pushes against this story (against).

MAFIA Attack Poisons Agent Memory 90.7% of the Time

Reported by the same outlet (arxiv.org); overlapping topics (attack, auditing); pushes against this story (against).

ProofAgent Index scores release readiness across four dimensions, and argues capability benchmarks don't predict it.

Reported by the same outlet (arxiv.org); overlapping topics (activate, current); pushes against this story (against).