Run MiMo-V2.6-Flash on M3 Ultra

Yes — MiMo-V2.6-Flash (309B-A15B) runs at 30 tok/s on M3 Ultra with 256 GB RAM using MXFP4 quantization via MLX. A capable open-source LLM with 309B-A15B parameters.

Speed
estimated30
tok/s
First Token
seconds
RAM Needed
256
GB minimum
Engine
MLX
recommended
Want to run MiMo-V2.6-Flash faster — or step up to bigger models? Find your Mac →

Benchmark Details

The LLMCheck index estimates MiMo-V2.6-Flash on M3 Ultra using our published methodology: Q4_K_M quantization, memory-bandwidth scaling, and cross-referenced third-party benchmarks where available. Figures are transparent estimates — own this config? Submit a real benchmark →

MetricValue
Tokens per second30 tok/s
Time to first token
QuantizationMXFP4
Minimum RAM256 GB
Recommended engineMLX
Parameters309B-A15B
Benchmark date2026-09

MXFP4 309B-A15B MLX M3 Ultra

Setup Guide: Run MiMo-V2.6-Flash on M3 Ultra

The recommended engine for MiMo-V2.6-Flash on M3 Ultra is MLX. Install with pip and pull the model:

pip install mlx-lm
mlx_lm.generate --model mlx-community/mimo-v26-flash-mxfp4 --prompt "Hello!"

Alternatively, you can use Ollama for a simpler setup:

ollama run mimo-v26-flash

System Requirements

To run MiMo-V2.6-Flash on M3 Ultra you need:

🛒 Get a Mac that runs MiMo-V2.6-Flash

MiMo-V2.6-Flash needs about 256 GB of unified memory. These current Apple Silicon Macs have the headroom to run it comfortably:

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