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

In our benchmarks, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS scores 77.6/100 for coding. It runs at about 86.5 tok/s, so if you want more speed, Ornith-1.5-35B-A3B.APEX-I-NanoPlus is faster (~110.5 tok/s) and still scores well for coding (81.1/100).

Is Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS good for agentic (tool-using) tasks?

In our benchmarks, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS scores 87.6/100 for agentic workflows. It runs at about 86.5 tok/s, so if you want more speed, cyber-tiel-coder-35b-a3b-mtp is faster (~115.9 tok/s) and still scores well for agentic workflows (86.4/100).

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

Across 21 community benchmark runs, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS reaches up to 116.0 tok/s and averages 86.5 tok/s, with the fastest results on NVIDIA GeForce RTX 5060.

How much memory does Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS need?

The leanest observed configuration used about 16.9 GB of memory.

Which tools have been used to run Tiel-Coder-35B-A3B-MTP-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-MTP-UD-IQ3_XXS local LLM performance

As of October 2026, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS runs at up to 116.0 tok/s for local inference (best of 21 community benchmark runs across 1 GPU).

llama.cpp

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Model size

35B

Peak speed

116.0 tok/s

Average speed

86.5 tok/s

Avg PP

1014.3 tok/s

Min memory

16.9 GB

Max context

262,144 tokens

Avg output / run

28,089 tokens

Avg runtime / run

5m 47s

Avg quality

84.2

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 21 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	80.6	84.2	87.8
Agent Workflow	80.8	87.6	92.4
Code Generation	66.8	77.6	87.0
Role Play & Narrative	74.3	86.3	92.4
Research & Analysis	81.5	85.5	88.9

Performance by hardware and tool

Every hardware/tool/quantization combination Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS 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 5060	llama.cpp	—	116.0 tok/s	86.5 tok/s	16.9 GB	262,144 tokens	84.2	21

Benchmark runs

All 21 Tiel-Coder-35B-A3B-MTP-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-MTP-UD-IQ3_XXS good for coding?: In our benchmarks, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS scores 77.6/100 for coding. It runs at about 86.5 tok/s, so if you want more speed, Ornith-1.5-35B-A3B.APEX-I-NanoPlus is faster (~110.5 tok/s) and still scores well for coding (81.1/100).
Is Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS good for agentic (tool-using) tasks?: In our benchmarks, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS scores 87.6/100 for agentic workflows. It runs at about 86.5 tok/s, so if you want more speed, cyber-tiel-coder-35b-a3b-mtp is faster (~115.9 tok/s) and still scores well for agentic workflows (86.4/100).
How fast is Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS for local inference?: Across 21 community benchmark runs, Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS reaches up to 116.0 tok/s and averages 86.5 tok/s, with the fastest results on NVIDIA GeForce RTX 5060.
How much memory does Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS need?: The leanest observed configuration used about 16.9 GB of memory.
Which tools have been used to run Tiel-Coder-35B-A3B-MTP-UD-IQ3_XXS?: Benchmarks were submitted using llama.cpp. Results are community-contributed and updated as new runs arrive.