Agent self-improving memory and skills (Memento/MIA breakthroughs)
Key Questions
What is Memento-Skills?
Memento-Skills enables agents to self-rewrite executable skills using RL router, RAG, and unit-tests without retraining. It aligns with OpenClaw and SkillX. This fosters self-improving memory.
How does MIA advance agent memory?
MIA's living memory boosts performance +9% on GPT-5.4 and 31% scaling 7B to 32B via RL planner and bidirectional links. It signals resilient long-horizon agents. LightThinker benefits similarly.
What frameworks support self-evolving agents?
SEVerA verifies synthesis of self-evolving agents. Fast Spatial Memory uses elastic test-time training. These enable breakthroughs in agent self-improvement.
Memento-Skills self-rewrites executable skills (RL router/RAG/unit-tests, no retrain); MIA living memory +9% GPT-5.4/31% 7B>32B (RL planner/bidir); aligns OpenClaw/SkillX/LightThinker; signals resilient long-horizon agents.