Your LLM Deception Monitor Is Broken; Fix Is in Training Data

Sleeper-agent backdoors can flip fine-tuned LLMs to harmful outputs on untested triggers, evading behavioral monitors and interpretability tools. The solution lies in the training data itself, not post-hoc testing.

Featured · Sachin Kumar