Model comparison

Kimiko-v2-13B vs Qwen3.6-27B

At Q4_K_M, Kimiko-v2-13B is the smaller download — 7,865,956,288 bytes against 16,547,397,888.

From the file· summed bytes, KV per layer

Side by side

Kimiko-v2-13BQwen3.6-27B
Parameters13.0B27.8B
Architecturellamaqwen35
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published1240
Smallest quantization5.06 GiB8.74 GiB
Q4_K_M7.33 GiB15.41 GiB
Licencecreativeml-openrail-mapache-2.0

KV cache by context

the term that decides long-context viability
ContextKimiko-v2-13BQwen3.6-27BRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB