Is tiel-coder-35b-a3b-mtp good for coding?

In our benchmarks, tiel-coder-35b-a3b-mtp scores 67.6/100 for coding. It runs at about 83.1 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 good for agentic (tool-using) tasks?

In our benchmarks, tiel-coder-35b-a3b-mtp scores 81.9/100 for agentic workflows. It runs at about 83.1 tok/s, so if you want more speed, qwen3.8-flash-next-iq3_s is faster (~104.4 tok/s) and still scores well for agentic workflows (91.2/100).

How fast is tiel-coder-35b-a3b-mtp for local inference?

Across 7 community benchmark runs, tiel-coder-35b-a3b-mtp reaches up to 143.7 tok/s and averages 83.1 tok/s, with the fastest results on AMD Radeon RX 9050 / 9060 XT.

How much memory does tiel-coder-35b-a3b-mtp need?

The leanest observed configuration used about 18.4 GB of memory.

Which tools have been used to run tiel-coder-35b-a3b-mtp?

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

Model benchmarks

tiel-coder-35b-a3b-mtp local LLM performance

As of October 2026, tiel-coder-35b-a3b-mtp runs at up to 143.7 tok/s for local inference (best of 7 community benchmark runs across 4 GPUs).

LM Studio

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Model size

35B

Peak speed

143.7 tok/s

Average speed

83.1 tok/s

Avg PP

1529.2 tok/s

Min memory

18.4 GB

Max context

262,144 tokens

Avg output / run

23,405 tokens

Avg runtime / run

6m 55s

Avg quality

78.9

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 7 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	66.0	78.9	83.4
Agent Workflow	72.9	81.9	90.7
Code Generation	22.7	67.6	82.2
Role Play & Narrative	75.3	84.3	90.8
Research & Analysis	75.2	81.9	87.0

Performance by hardware and tool

Every hardware/tool/quantization combination tiel-coder-35b-a3b-mtp 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 9050 / 9060 XT	LM Studio	—	143.7 tok/s	114.7 tok/s	n/a	131,072 tokens	74.1	3
AMD Radeon RX 7900 XTX	LM Studio	—	123.0 tok/s	123.0 tok/s	18.4 GB	80,000 tokens	82.8	1
AMD Radeon RX 7600 XT	LM Studio	—	62.0 tok/s	62.0 tok/s	n/a	32,768 tokens	81.9	1
AMD Radeon RX 9070/9070 XT/9070 GRE	LM Studio	—	27.2 tok/s	26.3 tok/s	n/a	262,144 tokens	82.8	2

Benchmark runs

All 7 tiel-coder-35b-a3b-mtp 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 good for coding?: In our benchmarks, tiel-coder-35b-a3b-mtp scores 67.6/100 for coding. It runs at about 83.1 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 good for agentic (tool-using) tasks?: In our benchmarks, tiel-coder-35b-a3b-mtp scores 81.9/100 for agentic workflows. It runs at about 83.1 tok/s, so if you want more speed, qwen3.8-flash-next-iq3_s is faster (~104.4 tok/s) and still scores well for agentic workflows (91.2/100).
How fast is tiel-coder-35b-a3b-mtp for local inference?: Across 7 community benchmark runs, tiel-coder-35b-a3b-mtp reaches up to 143.7 tok/s and averages 83.1 tok/s, with the fastest results on AMD Radeon RX 9050 / 9060 XT.
How much memory does tiel-coder-35b-a3b-mtp need?: The leanest observed configuration used about 18.4 GB of memory.
Which tools have been used to run tiel-coder-35b-a3b-mtp?: Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.