Model comparison
Trinity-Mini vs Qwen3.6-27B
At Q4_K_M, Trinity-Mini is the smaller download — 15,823,053,440 bytes against 16,547,397,888. At long context the gap widens: Trinity-Mini's KV cache at 32K is 3.2× smaller, which usually matters more than the difference in weights.
From the file· summed bytes, KV per layer
Side by side
| Trinity-Mini | Qwen3.6-27B | |
|---|---|---|
| Parameters | 26.1B | 27.8B |
| Architecture | afmoe | qwen35 |
| Layers | 32 | 64 |
| Native context | 131,072 | 262,144 |
| Mixture of experts | yes, 128 experts | no |
| Quantizations published | 57 | 40 |
| Smallest quantization | 6.11 GiB | 8.74 GiB |
| Q4_K_M | 14.74 GiB | 15.41 GiB |
| Licence | apache-2.0 | apache-2.0 |
KV cache by context
the term that decides long-context viability
| Context | Trinity-Mini | Qwen3.6-27B | Ratio |
|---|---|---|---|
| 4,096 | 0.18 GiB | 0.25 GiB | 1.39× |
| 8,192 | 0.24 GiB | 0.50 GiB | 2.07× |
| 16,384 | 0.37 GiB | 1.00 GiB | 2.72× |
| 32,768 | 0.62 GiB | 2.00 GiB | 3.24× |
| 65,536 | 1.12 GiB | 4.00 GiB | 3.58× |
| 131,072 | 2.12 GiB | 8.00 GiB | 3.78× |