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Morning Edition · Friday, July 31, 2026Published at 2:00 AM EDT · New York

New Jailbreak Method Uses Dual-Layer Encoding to Slip Past LLM Moderation

RoguePrompt hides instructions in a self-reconstructing encoding that safety filters do not parse, then has the model decode and execute them.

New Jailbreak Method Uses Dual-Layer Encoding to Slip Past LLM Moderation

Researchers describe RoguePrompt, a method that circumvents large-language-model (LLM) moderation by wrapping malicious instructions in a dual-layer encoding the model reconstructs and executes at inference time. The attack targets the gap…

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Oversight and Evaluation Lag Accelerating AI Capabilities

Over the next 3-6 months, evidence mounts that governance, evaluation, and agent-safety methods are failing to keep pace with capability growth, driving investment in interpretability, agent-manipulation benchmarks, and institutional-reform proposals.