REDDIT · REDDIT// 34d agoINFRASTRUCTURE

RTX 6000 build hits airflow, SSD heat wall

A LocalLLaMA user shared a three-GPU Threadripper workstation build around NVIDIA RTX PRO 6000 Blackwell Max-Q cards and asked for help with fan control, chassis airflow, and a Kioxia 30.72TB NVMe drive that is overheating badly enough to flip into read-only mode. It is not a product launch, but it is a useful snapshot of the real thermal and storage bottlenecks showing up in serious local-LLM rigs.

// ANALYSIS

This is the kind of post hardware-focused AI developers should watch closely: once a local inference box reaches triple-RTX-6000 territory, cooling, cabling, and storage design matter as much as raw VRAM.

–Three workstation GPUs plus a Threadripper PRO turn a tower case into a datacenter-lite build, so airflow planning and fan power distribution stop being nice-to-haves.
–The overheating Kioxia 30.72TB SSD is the most interesting warning sign here, because dense external NVMe storage can become the weak link for checkpoint, dataset, and embedding-heavy workflows.
–The discussion reflects a broader LocalLLaMA shift from benchmark chasing to operational questions about sustained stability, thermals, and component fit in extreme self-hosted setups.

// TAGS

rtx-pro-6000-blackwell-max-qgpuinferencemlopsself-hosted

DISCOVERED

34d ago

2026-03-08

PUBLISHED

35d ago

2026-03-08

RELEVANCE

7/ 10

AUTHOR

Direct_Bodybuilder63