We treat the model and the hardware as one design problem.Nearly all modern AI is built for datacenter hardware. JEDIS develops models and accelerators together, so capable systems also run on phones, sensors, and wearables. We compress models into forms the silicon can exploit, compute inside the memory where the weights already live, and let precision flex at runtime to match the power actually available.