Model benchmarks
cyber-tiel-coder-35b-a3b-mtp local LLM performance
As of October 2026, cyber-tiel-coder-35b-a3b-mtp runs at up to 125.4 tok/s for local inference (best of 9 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
125.4 tok/s
Average speed
115.9 tok/s
Avg PP
1796.9 tok/s
Min memory
15.6 GB
Max context
80,000 tokens
Avg output / run
20,678 tokens
Avg runtime / run
3m 12s
Avg quality
81.1
Benchmark runs
9
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 9 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 | 72.7 | 81.1 | 85.6 |
| Agent Workflow | 81.1 | 86.4 | 92.1 |
| Code Generation | 47.9 | 69.6 | 82.2 |
| Role Play & Narrative | 79.0 | 85.9 | 93.2 |
| Research & Analysis | 72.3 | 82.5 | 87.8 |
Performance by hardware and tool
Every hardware/tool/quantization combination cyber-tiel-coder-35b-a3b-mtp has been benchmarked on, ranked by peak token generation speed. Last updated October 2026.
| Hardware | Tool | Quant | Best tok/s | Avg tok/s | Memory | Context | Quality | Runs |
|---|---|---|---|---|---|---|---|---|
| AMD Radeon RX 7900 XTX | LM Studio | IQ3_XXS | 125.4 tok/s | 115.1 tok/s | 15.6 GB | 80,000 tokens | 80.8 | 8 |
| AMD Radeon RX 7900 XTX | LM Studio | — | 121.8 tok/s | 121.8 tok/s | 17.7 GB | 65,536 tokens | 84.0 | 1 |
Benchmark runs
All 9 cyber-tiel-coder-35b-a3b-mtp runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is cyber-tiel-coder-35b-a3b-mtp good for agentic (tool-using) tasks?
- In our benchmarks, cyber-tiel-coder-35b-a3b-mtp scores 86.4/100 for agentic workflows. It runs at about 115.9 tok/s, so if you want more speed, Tiel-Coder-35B-A3B-MLX-oQ4e-MTP is faster (~151.8 tok/s) and still scores well for agentic workflows (83.0/100).
- How fast is cyber-tiel-coder-35b-a3b-mtp for local inference?
- Across 9 community benchmark runs, cyber-tiel-coder-35b-a3b-mtp reaches up to 125.4 tok/s and averages 115.9 tok/s, with the fastest results on AMD Radeon RX 7900 XTX.
- How much memory does cyber-tiel-coder-35b-a3b-mtp need?
- The leanest observed configuration used about 15.6 GB of memory (quantizations tested: IQ3_XXS).
- Which tools have been used to run cyber-tiel-coder-35b-a3b-mtp?
- Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.