Noemon AG

AI chatbots wow users, but they rely on vast GPU farms that burn money and power and must be retrained from scratch to learn anything new. Chip progress is slowing, so costs keep exploding. The world wants brain-like hardware that can learn on the fly, yet no algorithm has hit top accuracy and adaptability at once. Noemon's Hebbformer converts any pretrained LLM into a brain-inspired model that keeps learning and cuts running cost 5 10× on today's GPUs then 10 000× on upcoming memristive chips. Team: Timoleon Moraitis (neuromorphic pioneer, IBM/Huawei awards), Rafi Gidron ($4.7 B exit), Adrien Journé (plasticity co-author), Assaf Gavish (built profitable AI firm). We target an AI software and hardware marketthat is racing toward $1 Trillion by 2030.