Ran on 1 kind of machine here, but its speed was not recorded.
1 build of GLM-4.5-Air-0.72B-MTP, 1 signed run on real machines: different packagers, precisions and engines, each a different file with its own numbers.
no context proved on this engine yet
What it fits on
The smallest build needs about 1.6 GB; 16 of 17 kinds of machine on the network can hold it. Bars: each kind's memory (its card's, else RAM) · ticks: every build, at the size it held plus a fifth for the prompt.
How far back it remembers, machine by machine
Filled: the needle came back at that prompt size · outlined: asked and lost · blank: not asked. 1 walk ended because the model forgot, 0 because the machine could not hold the prompt.
| machine · build | 4K | why it stopped |
|---|---|---|
| Amit KhetanNVIDIA L4 · BF16 by nm-testing | — the model lost the needle at 4K |
Carbon per million tokens
Lowest build on each machine · 1 of 1 read off a power sensor, the rest modelled from the parts · fewer grams is better
Carbon is location-based: signed energy × the yearly average of the grid where the machine signed its place (world grid average (Singapore not in the table); Ember Global Electricity Review 2025 (2024 generation), location-based). Facility overhead is not included. A machine on its own solar is not credited until it can prove it.
Measured by
The people whose machines signed these numbers
Each its own file with its own page: the machines that ran it and their signatures.
| build | engine | whose work | memory | context proved | best tok/s | machines |
|---|---|---|---|---|---|---|
| BF16 by nm-testingnm-testing/GLM-4.5-Air-0.72B-MTP | vllm | derivative · nm-testing | 1.6 GB | — | — | 1 |