#Software Development

This report examines the hardware reality of NVLink versus PCIe, dissects every major parallelism technique under PCIe‑only constraints, quantifies the viability of quantization on a 96 GB card, and provides clear, scenario‑specific guidance.

MantraVid is a new platform for mindful technologists. Built for engineers, tinkerers, and thinkers. It moves beyond the hype to focus on intentional development.