Model benchmarks
Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 local LLM performance
As of October 2026, Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 runs at up to 83.3 tok/s for local inference (best of 5 community benchmark runs across 1 GPU).
Model size
35B
Peak speed
83.3 tok/s
Average speed
81.4 tok/s
Avg PP
974.8 tok/s
Min memory
24.5 GB
Max context
262,144 tokens
Avg output / run
40,406 tokens
Avg runtime / run
9m 46s
Avg quality
86.5
Benchmark runs
5
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 5 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 | 84.4 | 86.5 | 87.9 |
| Agent Workflow | 81.8 | 88.0 | 91.6 |
| Code Generation | 81.9 | 83.7 | 85.8 |
| Role Play & Narrative | 83.3 | 87.7 | 93.3 |
| Research & Analysis | 84.6 | 86.6 | 88.5 |
Performance by hardware and tool
Every hardware/tool/quantization combination Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 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 9070/9070 XT/9070 GRE | OpenAI-compatible | — | 83.3 tok/s | 81.4 tok/s | 24.5 GB | 262,144 tokens | 86.5 | 5 |
Benchmark runs
All 5 Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 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-MiniPlus-V2.1 good for coding?
- In our benchmarks, Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 scores 83.7/100 for coding. It runs at about 81.4 tok/s, so if you want more speed, unsloth/Qwen3.8-27B-GGUF:IQ3_S is faster (~104.3 tok/s) and still scores well for coding (83.0/100).
- Is Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 good for agentic (tool-using) tasks?
- In our benchmarks, Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 scores 88.1/100 for agentic workflows. It runs at about 81.4 tok/s, so if you want more speed, Ornith-1.5-35B-A3B-BigBang-oQ8e-mtp is faster (~102.7 tok/s) and still scores well for agentic workflows (91.1/100).
- How fast is Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 for local inference?
- Across 5 community benchmark runs, Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 reaches up to 83.3 tok/s and averages 81.4 tok/s, with the fastest results on AMD Radeon RX 9070/9070 XT/9070 GRE.
- How much memory does Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1 need?
- The leanest observed configuration used about 24.5 GB of memory.
- Which tools have been used to run Tiel-Coder-35B-A3B.APEX-I-MiniPlus-V2.1?
- Benchmarks were submitted using OpenAI-compatible. Results are community-contributed and updated as new runs arrive.