A discussion white paper on the future of AI in policymaking, arguing that current tools are strongest at signal detection but weaker at supporting causal reasoning, scenario exploration, portfolio judgement, and systemic decision-making. It proposes a shift toward forward-looking intelligence grounded in causal mapping, behavioural science, transparency, and contestability.



