One solution would be for airlines to team up with the GA operators, including flying schools and form agreements - loose or stringent, whatever works to provide pathways for pilots to learn, get valuable experience either in charter, low capacity RPT or flight instruction and move into an airline.
When we hear that GA operators are closing their doors because they can't hire IFR Pilots, Senior Instructors and suitable Chief Pilots, the future doesn't look very positive.