Model comparison

Qwen3.6-35B-A3B vs Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness

At Q4_K_M, Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness is the smaller download — 5,463,652,192 bytes against 21,166,757,728. At long context the gap widens: Qwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness's KV cache at 32K is 1.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-35B-A3BQwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-Madness
Parameters36.0B9.1B
Architectureqwen35moeqwen35
Layers4016
Native context262,144262,144
Mixture of expertsyes, 256 expertsno
Quantizations published612
Smallest quantization8.77 GiB4.88 GiB
Q4_K_M19.71 GiB5.09 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-35B-A3BQwen3.6-9B-Heretic-Uncensored-Thinking-Sweet-MadnessRatio
4,0960.08 GiB0.06 GiB1.25×
8,1920.16 GiB0.13 GiB1.25×
16,3840.31 GiB0.25 GiB1.25×
32,7680.63 GiB0.50 GiB1.25×
65,5361.25 GiB1.00 GiB1.25×
131,0722.50 GiB2.00 GiB1.25×