Introduce new statuses, "to_cancel" and "cancelled", to improve job state tracking. Implement logic to nullify `slurm_id` for cancelled jobs and a background thread to clean up cancelled jobs older than 2 hours. Ensure periodic cleanup runs hourly to maintain database hygiene.