One adversarial line before signing took signed agent handoffs from 8.3% violations to 75.0% on GPT-5.6-luna, and the HM...

One adversarial line before signing took signed agent handoffs from 8.3% violations to 75.0% on GPT-5.6-luna, and the HMAC then authenticated the corrupted manifest.Same preregistered study, synthetic tasks: in transit, signing works (unsigned manifests committed violations in 79% of mutated runs, signed in none). An oracle manifest removed every remaining unsafe commit. The trust boundary is extraction.https://arxiv.org/abs/2611.07483#AI #AIAgents #Cybersecurity

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