Fine-tuning studies expose poisoning and alignment trade-offs

A poisoning study found that clean contrasting examples sometimes strengthened trigger-linked behavior in small models, while helpful-only fine-tuning research reports possible residual sycophancy, poor steerability, and refusals. These are limited research setups, but they motivate audits of data interactions and careful evaluation of alignment interventions.