3 papers
cs.CY2026
Whose readiness counts? Disagreement within and between sectors in perceived AI and robotics preparedness
Peng Wang
AI and Industry 4.0 readiness assessments often summarise preparedness using a single score for an organisation, application domain or sector. Those summaries can conceal disagreem…
cs.CY2026
Ready for What? Rethinking AI and Robotics Preparedness for Adoption and Policy
Peng Wang, Naomi Adel, Amy E. Morgan +4
Efforts to accelerate AI and robotics adoption require evidence about where communities are ready to act and where support is still needed. Yet averages across stakeholder groups c…
cs.AI2026
Intent-Driven Situation Tracking for User-Centric Multi-Turn Agents
Meiling Tao, Yiling Tao, Peng Wang
User-centric multi-turn agents must act on an evolving task situation shaped by changing user intents, accumulated tool-grounded facts, missing information, and execution constrain…