CAKT-Agent

The unified memory module realizes global storage and sharing of learning data, educational prior knowledge, and intermediate states; Learning agents define five dimensional contexts based on educational measurement and cognitive science, design a hybrid expert architecture for dimensional perception, and achieve adaptive fusion of contexts through a two-level gating mechanism; The companion learning agent relies on expert activation weights and educational theory rules to generate learning diagnostic reports with educational comprehensibility.