Is cyber-tiel-coder-35b-a3b-mtp good for agentic (tool-using) tasks?

In our benchmarks, cyber-tiel-coder-35b-a3b-mtp scores 85.5/100 for agentic workflows. It runs at about 115.0 tok/s, so if you want more speed, Nex-N2.5-mini-MLX-4bit is faster (~137.0 tok/s) and still scores well for agentic workflows (81.2/100).

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

Across 4 community benchmark runs, cyber-tiel-coder-35b-a3b-mtp reaches up to 118.1 tok/s and averages 115.0 tok/s, with the fastest results on AMD Radeon RX 7900 XTX.

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

The leanest observed configuration used about 15.6 GB of memory (quantizations tested: IQ3_XXS).

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

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

Model benchmarks

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

As of October 2026, cyber-tiel-coder-35b-a3b-mtp runs at up to 118.1 tok/s for local inference (best of 4 community benchmark runs across 1 GPU).

LM StudioIQ3_XXS

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Model size

35B

Peak speed

118.1 tok/s

Average speed

115.0 tok/s

Avg PP

1831.4 tok/s

Min memory

15.6 GB

Max context

80,000 tokens

Avg output / run

17,784 tokens

Avg runtime / run

2m 48s

Avg quality

78.6

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 4 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	71.4	78.6	85.4
Agent Workflow	81.2	85.5	89.7
Code Generation	39.8	62.6	77.8
Role Play & Narrative	82.5	86.9	93.2
Research & Analysis	69.8	79.5	86.3

Performance by hardware and tool

Every hardware/tool/quantization combination cyber-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 7900 XTX	LM Studio	IQ3_XXS	118.1 tok/s	115.0 tok/s	15.6 GB	80,000 tokens	78.6	4

Benchmark runs

All 4 cyber-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 cyber-tiel-coder-35b-a3b-mtp good for agentic (tool-using) tasks?: In our benchmarks, cyber-tiel-coder-35b-a3b-mtp scores 85.5/100 for agentic workflows. It runs at about 115.0 tok/s, so if you want more speed, Nex-N2.5-mini-MLX-4bit is faster (~137.0 tok/s) and still scores well for agentic workflows (81.2/100).
How fast is cyber-tiel-coder-35b-a3b-mtp for local inference?: Across 4 community benchmark runs, cyber-tiel-coder-35b-a3b-mtp reaches up to 118.1 tok/s and averages 115.0 tok/s, with the fastest results on AMD Radeon RX 7900 XTX.
How much memory does cyber-tiel-coder-35b-a3b-mtp need?: The leanest observed configuration used about 15.6 GB of memory (quantizations tested: IQ3_XXS).
Which tools have been used to run cyber-tiel-coder-35b-a3b-mtp?: Benchmarks were submitted using LM Studio. Results are community-contributed and updated as new runs arrive.