Thinking of ACE? We Can Do It with Fewer Tokens

IBM Research introduces ALTK-Evolve, an agentic memory system that learns from agent trajectories and delivers guidelines selectively, achieving better accuracy and lower token cost compared to ACE on AppWorld benchmarks with DeepSeek-V3.2 and gpt-oss-120b models.