ALTK-Evolve vs. ACE: Same Agent Memory, One-Seventh the Tokens

IBM Research's ALTK-Evolve matches or beats ACE's agentic memory performance at 15–40% of the inference cost. The secret: calibrated delivery instead of injecting the whole playbook every time.