Benchmark result
Frontis-MA1-35B-Q4_K_M on Intel Graphics — 14.5 tok/s
Measured with ik_llama.cpp:cpu manual on October 8, 2026.
What the model built
Open full screen →The coding scenario asks for a playable game in a single HTML file. This is exactly what the model returned, unedited; the frame only adds a line that tells this page how tall it is.
How this run compares
2nd fastest of 3 runs of this model on Intel Graphics · median 14.5 tok/s.
sort
- 114.6tok/s74.4ik_llama.cpp:cpu · Q4_K_M
- 214.5tok/s72.9ik_llama.cpp:cpu · Q4_K_Mthis run
- 314.4tok/s70.1ik_llama.cpp:cpu · Q4_K_M
Reproduce this run
toolik_llama.cpp:cpu manual
modelFrontis-MA1-35B-Q4_K_M (Q4_K_M)
context262,144
thinkingon
clientv0.4.87+102
Set those in ik_llama.cpp:cpu, then:
llm-benchmark benchmark --model "Frontis-MA1-35B-Q4_K_M" --tool "ik_llama.cpp:cpu"The client prompts for context length and thinking mode, and for the KV cache dtype on Unsloth Studio. Sampling is left at the model default — the values above are what the tool reported using, not overrides the client sent.