I am a Ph.D. student in the CSI-Agent Group at Sungkyunkwan University, advised by Prof. Honguk Woo. Lifelong learning agents struggle not because they cannot learn, but because what they learn stays buried inside parameters where nothing can be inspected or reorganized.