A new model is being developed with a specialized architecture optimized for resource-constrained devices like Raspberry Pi and industrial hardware. To enhance responsiveness and cold-start speeds, the architecture incorporates hybrid sliding convoluted layers designed to manage limited cache and KV memory. The developer is currently conducting benchmarks before the official release.