Model benchmarks
Tiel-Coder-35B-A3B.APEX-I-NanoPlus local LLM performance
As of September 2026, Tiel-Coder-35B-A3B.APEX-I-NanoPlus runs at up to 84.9 tok/s for local inference (best of 2 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
84.9 tok/s
Average speed
83.2 tok/s
Avg PP
1203.9 tok/s
Min memory
18.8 GB
Max context
262,144 tokens
Avg output / run
26,905 tokens
Avg runtime / run
5m 35s
Avg quality
73.6
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 | 67.8 | 73.6 | 79.3 |
| Agent Workflow | 71.8 | 74.9 | 78.1 |
| Code Generation | 23.5 | 49.2 | 74.9 |
| Role Play & Narrative | 83.8 | 85.1 | 86.4 |
| Research & Analysis | 83.5 | 85.1 | 86.7 |
Performance by hardware and tool
Every hardware/tool/quantization combination Tiel-Coder-35B-A3B.APEX-I-NanoPlus 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 |
|---|---|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 5060 | llama.cpp | — | 84.9 tok/s | 83.2 tok/s | 18.8 GB | 262,144 tokens | 73.6 | 2 |
Benchmark runs
All 2 Tiel-Coder-35B-A3B.APEX-I-NanoPlus runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.
Frequently asked questions
- Is Tiel-Coder-35B-A3B.APEX-I-NanoPlus good for coding?
- In our benchmarks, Tiel-Coder-35B-A3B.APEX-I-NanoPlus scores 49.2/100 for coding. It runs at about 83.2 tok/s, so if you want more speed, Tiel-Coder-35B-A3B-MLX-oQ4e is faster (~107.9 tok/s) and still scores well for coding (81.5/100).
- Is Tiel-Coder-35B-A3B.APEX-I-NanoPlus good for agentic (tool-using) tasks?
- In our benchmarks, Tiel-Coder-35B-A3B.APEX-I-NanoPlus scores 74.9/100 for agentic workflows. It runs at about 83.2 tok/s, so if you want more speed, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS is faster (~99.0 tok/s) and still scores well for agentic workflows (88.7/100).
- How fast is Tiel-Coder-35B-A3B.APEX-I-NanoPlus for local inference?
- Across 2 community benchmark runs, Tiel-Coder-35B-A3B.APEX-I-NanoPlus reaches up to 84.9 tok/s and averages 83.2 tok/s, with the fastest results on NVIDIA GeForce RTX 5060.
- How much memory does Tiel-Coder-35B-A3B.APEX-I-NanoPlus need?
- The leanest observed configuration used about 18.8 GB of memory.
- Which tools have been used to run Tiel-Coder-35B-A3B.APEX-I-NanoPlus?
- Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.