Generative AI.

Text, image, audio and video generation — how the models are built, priced and deployed.

Stacked GPU memory modules beside a rising bar chart of model parameter counts, illustrating the memory cost of serving large open-weight models

Open-Weight Model Serving: The Memory Bill Behind the Licence

Generative AI

Parameters times bytes per parameter decides feasibility before any licence review does. What 375B, 552B and 753B models actually cost to hold in HBM, and why active-parameter counts mislead.

10 Sept 2026 · 12 min read