The research
Work with
something to say.
Published inquiry, practical experiments, and open-source work. The findings matter. So does how we arrived at them.
01 / Technical report
2026AI systems · Gemma Rig
Running Gemma 4
locally.
Measured serving, evaluation, and Gemini CLI integration on a single RTX 5090. A practical examination of what local AI can deliver, with the setup, measurements, and limitations available for inspection.
Download report (PDF)189 tok/s
Output speed
26B-A4B NVFP464k
Context window
Single RTX 509082.86%
MMLU-Pro
26B-A4B FP897→180
Output tokens/s
After expert offloadReported batch-one decode under WSL2 with vLLM 0.25.1. Results describe these specific configurations; reproduction details and limitations are in the report.
02 / Open work