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This paper proposes monitoring LLM misalignment by decomposing it into fine-grained cognitive processes (misalignment indicators) and detecting them via linear probes on internal activations, achieving high AUROC on out-of-distribution transcripts.
OpenAI describes its internal monitoring system for coding agents designed to detect and mitigate misalignment, using GPT-5.4 Thinking to review agent interactions and flag problematic behaviors within 30 minutes of completion.