Research updates
and field notes

Designing labour transitions for inclusive automation

A deeper dive into the policy design principles summarised on the research page, with collaborator credits and implementation roadmap.

Municipal automation dashboard playbook

Documentation of the design sprints that shaped the automation exposure dashboards, including governance checklist and UX metrics.

Collaborative automation in garment factories

Ethnographic reflections that supplement the development note -- capturing worker-led process redesign lessons from Vietnam.