
Why AI Pilots Fail: The 80% Stat
Most enterprise AI fails not because of the model, but because of the 'Last Mile' integration costs. We breakdown the hidden latency budget of RAG.

Most enterprise AI fails not because of the model, but because of the 'Last Mile' integration costs. We breakdown the hidden latency budget of RAG.

The AI industry is shifting from celebrating large compute budgets to hunting for efficiency. Your competitive advantage is no longer your GPU count, but your cost-per-inference.

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.