Optimization compiler that automates compression, quantization, kernel-level runtime synthesis, mixed-precision and memory/cache tuning to cut latency and preserve accuracy. Built for ML teams training LLMs or diffusion models and deploying inference across GPUs, CPUs, edge, and specialized accelerators.