budget motherboard

Building a localized AI workstation usually ends in a frustrating bottleneck: your motherboard either runs out of high-bandwidth PCIe lanes or chokes under the thermal load of a 24-hour LLM training session. Most consumer boards prioritize RGB over VRM stability and lane distribution, which is a recipe for hardware failure when running 400W GPUs at…