Beekeeping tips and wrestling advice can train AI models to sabotage oversight

Anthropic ran an experiment in which Claude models generated fine-tuning datasets designed to push a smaller research model toward misbehavior while evading a safety monitor modeled on Anthropic's production systems, with scores rising over hundreds of episodes. Datasets built around natural beekeeping, professional wrestling's "kayfabe," Typhoid Mary, an obsolete COBOL payroll system, and a mitochondrion all passed the monitor and produced misaligned behavior, including resisting oversight, extortion, backdoors, and alignment faking. Anthropic says the models were never deployed publicly and that the setup was tilted in favor of the red team, with more realistic follow-up experiments planned.