// RUN โ€” FITS

Can the FuriosaAI RNGD run NVIDIA Nemotron 3.5 Content Safety?

Yes โ€” here's how fast and up to what context, with real measured numbers.

NVIDIA Nemotron 3.5 Content Safety on the FuriosaAI RNGD

QuantFits?Max contextSpeedBeyond context
FP16 yes 529k 121.9-148.1 t/s ~3.3-4 (slow)
Q8 yes 590k 243.8-296.3 t/s ~6.5-7.9 (slow)
Q4 yes 617k 435.3-529 t/s ~11.6-14.1 (slow)

Estimate (memory-bound). Beyond "max context" the KV cache spills to system RAM offload (depends on your system RAM) and speed drops to the "beyond" figure.

FAQ

Can the FuriosaAI RNGD run NVIDIA Nemotron 3.5 Content Safety?โ–ถ

Yes. At Q4 it generates ~435.3-529 tok/s and fits up to 617k context; beyond that it spills to system RAM offload (depends on your system RAM) and slows to ~11.6-14.1 tok/s.

How much context fits?โ–ถ

At Q4, up to about 617k tokens stay in fast memory; longer context spills to system RAM offload (depends on your system RAM) and throughput collapses.