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Paper · arXiv

SafeStep: AI-powered Travel Assistance for Elderly People with Frailty or Dementia

More than a million people in the UK suffer from frailty or dementia, which severely compromise their ability to travel in urban environments. This paper presents SafeStep, an AI-driven travel system that assists elderly users with their journeys. At the core of SafeStep is a novel travel graph representation, which integrates route planning with predictive modelling. For each stage of a journey, the system (i) generates personalized failure scenarios using a combi-nation of LLMs and the Anticip8 behavioral prediction engine, (ii) proposes targeted interventions, and (iii) estimates the impact of interventions on out-come probabilities. This enables SafeStep to select interventions that m...

AuthorsElderly People with Frailty or Dementia Azul Debenedetti, David Gamez, Franco Such et al.
Primary categorycs.AI
Published23 July 2026
Last updated at source23 July 2026
cs.AIcs.MA
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