Memorence AI builds brain-inspired instant-learning AI that adapts from human feedback in real time while preventing catastrophic forgetting in AI systems. Our approach bridges human–AI interaction and robotics, enabling machines to learn, correct, and collaborate on the fly with reliable, adaptive intelligence built for the real world.