Model comparison

Cydonia-24B-v4.3-heretic vs Qwen3-Coder-30B-A3B-Instruct

At Q4_K_M, Cydonia-24B-v4.3-heretic is the smaller download — 14,333,911,104 bytes against 18,556,689,568. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 1.7× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Cydonia-24B-v4.3-hereticQwen3-Coder-30B-A3B-Instruct
Parameters23.6B30.5B
Architecturellamaqwen3moe
Layers4048
Native context131,072262,144
Mixture of expertsnoyes, 128 experts
Quantizations published3446
Smallest quantization4.91 GiB7.46 GiB
Q4_K_M13.35 GiB17.28 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextCydonia-24B-v4.3-hereticQwen3-Coder-30B-A3B-InstructRatio
4,0960.63 GiB0.38 GiB1.67×
8,1921.25 GiB0.75 GiB1.67×
16,3842.50 GiB1.50 GiB1.67×
32,7685.00 GiB3.00 GiB1.67×
65,53610.00 GiB6.00 GiB1.67×
131,07220.00 GiB12.00 GiB1.67×