… However, looking back on it and considering the current state of PC gaming, the RTX 50 series launch has been widely dubbed by tech enthusiasts as one of the most frustrating anti-consumer GPU releases in hardware history, plagued by paper-launch-tier inventory drops, driver instability, and missin… …
… When enterprise AI demand gobbled almost all the available memory, GPU manufacturers could no longer continue to sell GPUs at the prices we saw until the end of last year. They slashed the production of low-margin budget GPUs to focus on high-end models. …
… Unless you’ve got the right enterprise hardware, you can remove vGPUs and SR-IOV-based sharing provisions out of the equation. …
… Due to shifting priorities, GPU companies are focusing on data center GPUs for enterprises. You'll most likely have to wait till 2028 for next-generation GPUs. …
… Related Nvidia's 6x frame generation proves that we've reached the hardware ceiling for GPUs There's only so much VRAM to go around. …
… The secret to a high-performance, low-cost rig lies in the secondary enterprise market nowadays, where hardware designed for 24/7 data center reliability is being sold for pennies on the dollar. …
… Getting replacement components for server-grade hardware can be a challenge Another annoying quirk that I haven’t seen many tinkerers mention is that buying replacement parts for used enterprise systems isn’t as easy or cheap as you might think. …
… Since they're trained on way bigger datasets with massive enterprise compute, they're in a whole different league in terms of performance. They're available in a browser window on any device, and aren't constrained by your computer's hardware the way local LLMs are. …
… 03 / 8 Hardware When running an LLM locally without a dedicated GPU, which hardware component becomes the primary bottleneck for inference speed? …
… As such, the Titan joining the GeForce brand meant Nvidia had handed consumers access to huge compute capabilities without the need to outright spend as much money as enterprise hardware demands. …