In agent memory the real difference is delivery, not learning: ALTK-Evolve versus ACE
IBM Research compared its agent memory system ALTK-Evolve against ACE on the same agent. Both refuse to compress the lessons learned; they part ways on how those lessons reach the model, and that is where the bill comes from.
Research