Genesis neuromorphic chip allows AI models to continuously accumulate tasks without catastrophic forgetting or full memory rewrites
https://techxplore.com/news/2026-07-genesis-chip-ai-memory-problem.html "edge AI's forgetting requires full offline retraining or vast memory bandwidth to continuously update neural network weights... overcome using 65nm CMOS accelerator incorporating activity-dependent metaplasticity directly into processing elements, dynamically modulating synaptic weight updates based on local neuron activity... unified memory mapping co-locates metaplasticity parameters/ synaptic weights, reducing data movement during spiking... uses <18 mW of power"