A tok/s on this desk is a serving number. It is not a JEPA training step, and it is not a picture.
A decode tok/s figure is a serving number. Training a JEPA, or drawing a picture, wants a different machine.
What the quote is
Every pair on this desk is tokens per second after the prompt is already in. The board is Hardware. That is a chat server. It is not a training step. It is not a picture.
Not this desk
A training run and a picture want a different machine. The street stacks on the home page are Spark, 5090, 4090, 5060 Ti, M4 Pro, and M5 Max, quoted as serving open weights. A tok/s on Qwen3.8-Flash-Next · DGX Spark does not mean that Spark can train a vision model, and it does not mean the 128 GB is a picture box. Use the number for the job it measures.