Beyond risk: A proto-framework for assessing the societal impact of AI systems. - Willem Fourie (CoRR, 2025)

Instrumental goals in advanced AI systems: Features to be managed and not failures to be eliminated? - Willem Fourie (CoRR, 2025)

Mitigating loss of control in advanced AI systems through instrumental goal trajectories. - Willem Fourie (CoRR, 2026)