Jailbreak Robustness After Fine-Tuning: How Safety Alignment Degrades
Safety fine-tuning instills refusal behaviors in LLMs — but those behaviors are surprisingly brittle under subsequent fine-tuning. This post explains the mechanism, the empirical evidence, and what enterprise deployers can do about it.