Architecting the Ultimate Local AI Workstation for Developers in 2026: VRAM Scaling, Multi-GPU Topologies & Thermal Ergonomics

A hardware engineering blueprint for running 70B+ LLMs locally, balancing PCIe bandwidth, dual-GPU power delivery, and cable infrastructure. Running deep learning workflows, parameter-efficient fine-t