Is Anubis-Mini-8B-v1-heretic or Qwen3.8-27B smaller?

Anubis-Mini-8B-v1-heretic is smaller at Q4_K_M: 4.58 GiB against 15.66 GiB.

Which uses less memory at long context?

Qwen3.8-27B — its KV cache at 32K context is 2.0x smaller, because of how its attention layers cache.

Model comparison

Anubis-Mini-8B-v1-heretic vs Qwen3.8-27B

At Q4_K_M, Anubis-Mini-8B-v1-heretic is the smaller download — 4,920,744,992 bytes against 16,810,714,336. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 2.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

	Anubis-Mini-8B-v1-heretic	Qwen3.8-27B
Parameters	8.0B	27.8B
Architecture	llama	qwen35
Layers	32	64
Native context	131,072	262,144
Mixture of experts	no	no
Quantizations published	3	22
Smallest quantization	4.58 GiB	8.39 GiB
Q4_K_M	4.58 GiB	15.66 GiB
Licence	llama3.3	apache-2.0

KV cache by context

the term that decides long-context viability

Context	Anubis-Mini-8B-v1-heretic	Qwen3.8-27B	Ratio
4,096	0.50 GiB	0.25 GiB	2.00×
8,192	1.00 GiB	0.50 GiB	2.00×
16,384	2.00 GiB	1.00 GiB	2.00×
32,768	4.00 GiB	2.00 GiB	2.00×
65,536	8.00 GiB	4.00 GiB	2.00×
131,072	16.00 GiB	8.00 GiB	2.00×