JAX vs Custom C++: Business Case for AI Training
JAX vs custom C++ AI training stack: why compiler-first JAX cuts data movement and improves throughput 2.7x for model training.
Tag: Megakernels
Why More GPUs Is No Longer a Viable Strategy in 2026
As hardware lead times and power constraints hit a ceiling, the competitive advantage in AI has shifted from chip volume to architectural efficiency. This article explores how JAX, Pallas, and Megakernels are redefining Model FLOPs Utilization (MFU) and providing the hardware-agnostic Universal Adapter needed to escape vendor lock-in.