Model comparison

Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness vs Qwen3.5-9B

At Q4_K_M, Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness is the smaller download — 5,463,652,192 bytes against 5,627,044,256. At long context the gap widens: Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness'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

Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-MadnessQwen3.5-9B
Parameters9.1B9.7B
Architectureqwen35qwen35
Layers1632
Native context262,144262,144
Mixture of expertsnono
Quantizations published234
Smallest quantization4.88 GiB2.97 GiB
Q4_K_M5.09 GiB5.24 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-MadnessQwen3.5-9BRatio
4,0960.06 GiB0.13 GiB2.00×
8,1920.13 GiB0.25 GiB2.00×
16,3840.25 GiB0.50 GiB2.00×
32,7680.50 GiB1.00 GiB2.00×
65,5361.00 GiB2.00 GiB2.00×
131,0722.00 GiB4.00 GiB2.00×