There's no downside to having your company kick off the green card process now; the process could move fast enough to allow you to stay past July 2026 (although this isn't likely). The standard options are the O-1 (which should be evaluated soon because you have time to build up your O-1 profile now if you need to) and full-time F-1 CPT through a graduate program.