KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit, quantized with OptiQ by npario for Apple Silicon; mixture-of-experts.

communityMoE

On disk22.8 GB

Memoryabout 28 GB

Use it

Install

pip install mlx-optiq

Serve it

An OpenAI- and Anthropic-compatible server on this Mac. Every app below can use it.

optiq serve --model npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

OptiQ Code

The terminal coding agent uses whatever model optiq serve is running.

optiq serve --model npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit
optiq code

OptiQ Lab

optiq lab --model npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

Claude Code

optiq run claude -m npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

Codex

optiq run codex -m npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

OpenCode

optiq run opencode -m npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

Mistral Vibe

optiq run vibe -m npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

Hermes Agent

optiq run hermes -m npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

OpenClaw

optiq run openclaw -m npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit

optiq run starts optiq serve if it is not running, sets the agent up for this session only, and stops the server when the agent exits.

mlx-lm, text only

from mlx_lm import load, generate

model, tokenizer = load("npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit")
print(generate(model, tokenizer, prompt="Hello", max_tokens=256))

Details

Family	Qwen · Qwen docs
Architecture	Qwen3.5 MoE
Base model	mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit
Size on disk	22.8 GB
Memory needed	about 28 GB
Images	no, text only
Downloads	76 in the last month
Updated	2026-08-10
Hugging Face	npario/KAT-Coder-V2.5-Dev-Vision-OptiQ-4bit