Machine Heart

Nov 2, 2026 · Artificial Intelligence

MemSkill: Evolving Memory Skills for Self-Improving Agents

MemSkill introduces memory skills as learnable, reusable modules that enable agents to continuously improve memory construction via task feedback and failure analysis, achieving state-of-the-art results on long-term dialogue and embodied interaction benchmarks with zero-shot transfer across models and tasks.