Model benchmarks
Qwen3.8-Flash-Next-oQ5e-mtp local LLM performance
As of September 2026, Qwen3.8-Flash-Next-oQ5e-mtp runs at up to 44.5 tok/s for local inference (best of 10 community benchmark runs across 1 GPU).
Model size
Unknown
Peak speed
44.5 tok/s
Average speed
37.6 tok/s
Avg prefill
415.1 tok/s
Min memory
84.5 GB
Max context
262,144 tokens
Avg output / run
13,087 tokens
Avg runtime / run
6m 14s
Avg quality
84.0
Benchmark runs
10
GPUs tested
1
Quality by task
Average LLM-judged quality (0–100) with the run-to-run spread shown as a P5–P95 band, overall and for each benchmark task, across all 10 runs. The low and high columns show how much the judge’s score varies between runs, and need at least two runs to display.
| Task | P5 (low) | Avg | P95 (high) |
|---|---|---|---|
| Overall | 80.0 | 84.0 | 88.4 |
| Agent Workflow | 76.9 | 84.7 | 91.3 |
| Code Generation | 61.5 | 76.0 | 85.5 |
| Role Play & Narrative | 85.9 | 89.8 | 91.7 |
| Research & Analysis | 82.7 | 85.5 | 89.1 |
Performance by hardware and tool
Every hardware/tool/quantization combination Qwen3.8-Flash-Next-oQ5e-mtp has been benchmarked on, ranked by peak token generation speed. Last updated September 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| Apple M4 Max | oMLX | — | 44.5 tok/s | 37.6 tok/s | 84.5 GB | 262,144 tokens | 84.0 | 10 |
Frequently asked questions
- Is Qwen3.8-Flash-Next-oQ5e-mtp good for coding?
- In our benchmarks, Qwen3.8-Flash-Next-oQ5e-mtp scores 76.0/100 for coding. It runs at about 37.6 tok/s, so if you want more speed, K2-Horizon-MoVA-36B-A4B-MLX-4bit is faster (~48.8 tok/s) and still scores well for coding (85.3/100).
- Is Qwen3.8-Flash-Next-oQ5e-mtp good for agentic (tool-using) tasks?
- In our benchmarks, Qwen3.8-Flash-Next-oQ5e-mtp scores 84.7/100 for agentic workflows. It runs at about 37.6 tok/s, so if you want more speed, granite-4.2-8b-Q4_K_L is faster (~71.6 tok/s) and still scores well for agentic workflows (92.9/100).
- How fast is Qwen3.8-Flash-Next-oQ5e-mtp for local inference?
- Across 10 community benchmark runs, Qwen3.8-Flash-Next-oQ5e-mtp reaches up to 44.5 tok/s and averages 37.6 tok/s, with the fastest results on Apple M4 Max.
- How much memory does Qwen3.8-Flash-Next-oQ5e-mtp need?
- The leanest observed configuration used about 84.5 GB of memory.
- Which tools have been used to run Qwen3.8-Flash-Next-oQ5e-mtp?
- Benchmarks were submitted using oMLX. Results are community-contributed and updated as new runs arrive.