Mangix AI

Coding Model Stack

A Focused Coding Model Stack

We focus our inference capacity on open-source models with strong coding, reasoning, long-context and agent capabilities. Use a focused model stack instead of paying for general-purpose features you do not need.

Qwen / Qwen-Coder

Coding & general reasoning
Context
128K to 1M (varies)

Strong coding and multilingual performance.

DeepSeek

Reasoning & coding
Context
128K to 1M (varies)

Strong reasoning; check per-model terms.

Nvidia-Nemotron

Long-context coding
Context
128K to 1M (varies)

Long-context workloads; verify terms per version.

GLM

Reasoning & coding agents
Context
128K to 1M (varies)

Designed for complex reasoning, software engineering and multi-step agent tasks.

Model availability and licensing can change. We select models based on coding quality, context length, latency, hardware fit and commercial-use terms.