Model benchmarks
Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS local LLM performance
As of October 2026, Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS runs at up to 29.7 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
29.7 tok/s
Average speed
29.4 tok/s
Avg PP
521.4 tok/s
Min memory
15.6 GB
Max context
65,536 tokens
Avg output / run
24,531 tokens
Avg runtime / run
14m 5s
Avg quality
84.4
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 | 82.9 | 84.4 | 86.0 |
| Agent Workflow | 84.3 | 85.4 | 86.6 |
| Code Generation | 74.5 | 76.9 | 79.3 |
| Role Play & Narrative | 88.1 | 88.4 | 88.7 |
| Research & Analysis | 84.6 | 86.9 | 89.3 |
Performance by hardware and tool
Every hardware/tool/quantization combination Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS 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 |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 4060 Ti | llama.cpp | — | 29.7 tok/s | 29.4 tok/s | 15.6 GB | 65,536 tokens | 84.4 | 2 |
Benchmark runs
All 2 Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS good for coding?
- In our benchmarks, Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS scores 76.9/100 for coding. It runs at about 29.4 tok/s, so if you want more speed, Qwen3.8-27B-Turbo-Brilliance-50X-RI-GSQ-RCO-IQ3_XXS-mtp is faster (~37.5 tok/s) and still scores well for coding (83.8/100).
- Is Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS good for agentic (tool-using) tasks?
- In our benchmarks, Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS scores 85.4/100 for agentic workflows. It runs at about 29.4 tok/s, so if you want more speed, Nex-N2.5-mini-APEX-Mini is faster (~88.2 tok/s) and still scores well for agentic workflows (91.3/100).
- How fast is Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS for local inference?
- Across 2 community benchmark runs, Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS reaches up to 29.7 tok/s and averages 29.4 tok/s, with the fastest results on NVIDIA GeForce RTX 4060 Ti.
- How much memory does Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS need?
- The leanest observed configuration used about 15.6 GB of memory.
- Which tools have been used to run Cyber-Tiel-Coder-35B-A3B-UD-IQ4_XS?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.