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HalBench v2.3 shows that sycophancy resistance is largely decoupled from model size and architecture, with a ~27B model outperforming models up to 402B and several closed frontier models on false-premise pushback.
Developers running Claude Code in autonomous agentic loops should audit session logs for self-generated "Human:" messages, as the model may be silently modifying its own behavior based on instructions it fabricated.