Model benchmarks
cyber-tiel-coder-35b-a3b local LLM performance
As of September 2026, cyber-tiel-coder-35b-a3b runs at up to 25.1 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
25.1 tok/s
Average speed
24.4 tok/s
Avg PP
389.0 tok/s
Min memory
36.7 GB
Max context
262.144 tokens
Avg output / run
18.027 tokens
Avg runtime / run
12m 36s
Avg quality
81.7
Benchmark runs
2
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 2 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 | 81.4 | 81.7 | 82.0 |
| Agent Workflow | 85.5 | 87.8 | 90.1 |
| Code Generation | 68.3 | 68.8 | 69.3 |
| Role Play & Narrative | 80.9 | 83.7 | 86.4 |
| Research & Analysis | 85.1 | 86.4 | 87.8 |
Performance by hardware and tool
Every hardware/tool/quantization combination cyber-tiel-coder-35b-a3b 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 |
|---|---|---|---|---|---|---|---|---|
| AMD Radeon RX 9070/9070 XT/9070 GRE | LM Studio | — | 25.1 tok/s | 24.4 tok/s | 36.7 GB | 262.144 tokens | 81.7 | 2 |
Benchmark runs
All 2 cyber-tiel-coder-35b-a3b runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is cyber-tiel-coder-35b-a3b good for coding?
- In our benchmarks, cyber-tiel-coder-35b-a3b scores 68.8/100 for coding. It runs at about 24.4 tok/s, so if you want more speed, /home/polaris/models/Tiel-Coder-35B-A3B-MTP-UD-Q6_K_XL.gguf is faster (~35.6 tok/s) and still scores well for coding (84.9/100).
- Is cyber-tiel-coder-35b-a3b good for agentic (tool-using) tasks?
- In our benchmarks, cyber-tiel-coder-35b-a3b scores 87.8/100 for agentic workflows. It runs at about 24.4 tok/s, so if you want more speed, muse-glimmer:latest is faster (~34.5 tok/s) and still scores well for agentic workflows (93.0/100).
- How fast is cyber-tiel-coder-35b-a3b for local inference?
- Across 2 community benchmark runs, cyber-tiel-coder-35b-a3b reaches up to 25.1 tok/s and averages 24.4 tok/s, with the fastest results on AMD Radeon RX 9070/9070 XT/9070 GRE.
- How much memory does cyber-tiel-coder-35b-a3b need?
- The leanest observed configuration used about 36.7 GB of memory.
- Which tools have been used to run cyber-tiel-coder-35b-a3b?
- Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.