Model comparison

lingbot-video-moe-30b-a3b vs MiniMax-H3

At Q4_K_M, MiniMax-H3 is the smaller download — 14,576,977,960 bytes against 17,026,985,056.

From the file· summed bytes, KV per layer

Side by side

lingbot-video-moe-30b-a3bMiniMax-H3
Parameters30.1B33.1B
Architecturewanqwen3vl
Layers
Native context
Mixture of expertsnono
Quantizations published222
Smallest quantization12.12 GiB10.60 GiB
Q4_K_M15.86 GiB13.58 GiB
Licenceotherother

KV cache by context

the term that decides long-context viability
Contextlingbot-video-moe-30b-a3bMiniMax-H3Ratio
4,096
8,192
16,384
32,768
65,536
131,072