Research questionHow can automated travel planners generate itineraries that withstand transit delays and crowd variability?A schedule can satisfy every planned timing constraint yet fail when transportation runs late or attractions become unexpectedly crowded. The core difficulty is making travel plans resilient to these disruptions.