the synthesis of ideas/approaches here is impressive. you've got... --reflective prompt evolution --student teacher learning --persistent memory all in one in-context learning system. oh, and there's an SDK that's live to build with now too?? what are all these other "continual learning" startups even doing? these guys are shipping, crushing benchmarks, and writing about it. unreal execution out of this team