Is Tiel-Coder-35B-A3B-UD-IQ3_XXS good for coding?

In our benchmarks, Tiel-Coder-35B-A3B-UD-IQ3_XXS scores 72.9/100 for coding. It runs at about 69.0 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-UD-IQ3_XXS good for agentic (tool-using) tasks?

In our benchmarks, Tiel-Coder-35B-A3B-UD-IQ3_XXS scores 76.4/100 for agentic workflows. It runs at about 69.0 tok/s, so if you want more speed, swift-iq2_xs is faster (~91.5 tok/s) and still scores well for agentic workflows (91.4/100).

How fast is Tiel-Coder-35B-A3B-UD-IQ3_XXS for local inference?

Across 5 community benchmark runs, Tiel-Coder-35B-A3B-UD-IQ3_XXS reaches up to 93.0 tok/s and averages 69.0 tok/s, with the fastest results on NVIDIA GeForce RTX 5060.

Which tools have been used to run Tiel-Coder-35B-A3B-UD-IQ3_XXS?

Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.

Model benchmarks

Tiel-Coder-35B-A3B-UD-IQ3_XXS local LLM performance

As of September 2026, Tiel-Coder-35B-A3B-UD-IQ3_XXS runs at up to 93.0 tok/s for local inference (best of 5 community benchmark runs across 2 GPUs).

llama.cpp

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Model size

35B

Peak speed

93.0 tok/s

Average speed

69.0 tok/s

Avg PP

816.3 tok/s

Min memory

n/a

Max context

131,072 tokens

Avg output / run

13,537 tokens

Avg runtime / run

3m 11s

Avg quality

76.3

Benchmark runs

GPUs tested

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	65.4	76.3	82.9
Agent Workflow	65.3	76.4	85.5
Code Generation	61.2	72.9	81.9
Role Play & Narrative	55.1	76.2	86.6
Research & Analysis	73.2	79.8	85.4

Performance by hardware and tool

Every hardware/tool/quantization combination Tiel-Coder-35B-A3B-UD-IQ3_XXS 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	—	93.0 tok/s	86.6 tok/s	n/a	131,072 tokens	81.9	2
Tesla P100-PCIE-16GB	llama.cpp	—	57.7 tok/s	57.2 tok/s	n/a	65,536 tokens	72.6	3

Benchmark runs

All 5 Tiel-Coder-35B-A3B-UD-IQ3_XXS runs submitted so far — expand one for its hardware, quality breakdown and per-scenario detail.

Open run page →

Frequently asked questions

Is Tiel-Coder-35B-A3B-UD-IQ3_XXS good for coding?: In our benchmarks, Tiel-Coder-35B-A3B-UD-IQ3_XXS scores 72.9/100 for coding. It runs at about 69.0 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-UD-IQ3_XXS good for agentic (tool-using) tasks?: In our benchmarks, Tiel-Coder-35B-A3B-UD-IQ3_XXS scores 76.4/100 for agentic workflows. It runs at about 69.0 tok/s, so if you want more speed, swift-iq2_xs is faster (~91.5 tok/s) and still scores well for agentic workflows (91.4/100).
How fast is Tiel-Coder-35B-A3B-UD-IQ3_XXS for local inference?: Across 5 community benchmark runs, Tiel-Coder-35B-A3B-UD-IQ3_XXS reaches up to 93.0 tok/s and averages 69.0 tok/s, with the fastest results on NVIDIA GeForce RTX 5060.
Which tools have been used to run Tiel-Coder-35B-A3B-UD-IQ3_XXS?: Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.