Topic
Sizing VRAM, quantization and card count to model parameters and concurrency for on-premise LLM serving.
Seven more companies, among them major domestic financial groups, have asked to join a consortium of 16. The paid tiers KT sketches for business users and premium public services are still conditional.
Reality
Dynamo can now run the vision encoder as its own worker, and the win is real where encoding dominates a request. The arithmetic behind the headline number tells you which traffic it transfers to, and NVIDIA names the one topology it never beats.
Reality
A dev.to writeup put caption-driven diffusion TTS against a Style-Bert-VITS2 baseline on the same GPU slice and found a fixed overhead that alone exceeds the baseline's entire generation time, so the model moved offline.
Reality
A team measuring its own unmanned avatar streamer got four per pod at ¥7,600 each a month, with the GPU loafing at 26 percent. The same run turned up hosts that died every 60 seconds off an identical image.
Reality
NVIDIA documents MIG as compute-only, so headless Chromium inside an H100 slice opens no GPU context at all and quietly falls back to CPU rasterising, which surfaces as a frame rate problem rather than a missing driver.
Reality
The 7.8B model covers 1,693 languages at 0.097 real-time factor. That converts a procurement shortlist into GPU-hours, and hands segmentation and alignment to whoever runs the pipeline.
Reality
A residency policy that barred even embedding calls from leaving the building forced a full local RAG stack. The hardware math turns out to be the easy part.
Reality