Machine Learning Algorithms & Natural Language Processing

Feb 14, 2026 · Artificial Intelligence

MetaAgent Auto‑Evolves SOTA Memory Modules Without Hyperparameter Tuning

The article explains how the ALMA system lets a meta‑agent automatically generate and evolve Python memory modules for agents, replacing brittle handcrafted heuristics with a four‑stage meta‑learning loop, and shows that the resulting designs outperform existing baselines while using far fewer tokens.