Release · Oct 17, 2026 · Glyd
Glyd v0.32.1: Gemma 4 writes faster, glyd fetch, clearer refusals
Glyd v0.32.1: Gemma 4 12B at wren from 81.2 to 88.9 tokens a second on an RTX 4080 SUPER, glyd fetch, and a clear stop where a glyd/ repo does not fit.
Glyd v0.32.1 is out.
Gemma 4 writes faster. The engine’s attention for a step, and the matrix products of a step and of a check of drafts, now read closer to the card’s memory speed. One user, RTX 4080 SUPER, Gemma 4 12B at wren, without the draft model:
| v0.32.0 | v0.32.1 | |
|---|---|---|
| Chat | 81.2 tokens a second | 88.9 |
| After a 4K-token prompt | 74.7 | 82.1 |
| After a 30K-token prompt | 59.5 | 64.0 |
The output is the same as before, with and without drafting.
Fixes from our own install test of v0.32.0:
glyd fetch MODELdownloads a model without running it. The pip-installedglydsent it to the compression program, andglyd fetch glyd/gemma-4-12B-wrenasked for a repo that does not exist.glyd verify glyd/gemma-4-12B-penguindownloads the repo first when it is not on the computer yet.glyd runof a Gemma 4 or lossyglyd/repo on a GPU without room for it says so and stops, instead of handing the repo to vLLM, which cannot read it.
pip install -U glyd # or: brew upgrade glyd
glyd fetch glyd/gemma-4-12B-wren
glyd verify glyd/gemma-4-12B-wren
Full details are in the release notes and the changelog; what is not done yet is on the known gaps.