MiMo-V2.6 Guide: VRAM Requirements, GGUF Builds

Everything Local Model Watch has published about the MiMo-V2.6 family: 2 article(s) covering the base model and its fine-tunes, plus converted builds we tracked after publication. Memory requirements below are computed by this site from file sizes, not quoted from model cards. Part of our model family index.

At a Glance

Item Value
Base model(s) XiaomiMiMo/MiMo-V2.6-Pro-RL, XiaomiMiMo/MiMo-V2.6-Flash-RL
Publisher Xiaomi (MiMo)
License (model card) mit
Articles 2

Hardware Requirements

Estimated requirements (calculated by Local Model Watch)

Your VRAM Quantization File size Est. memory needed
More than 141GB of VRAM (multi-GPU or CPU offload required) Q2_K 117.5GB 141.1GB

Memory estimates add a 20% runtime overhead (KV cache, etc.) to the actual size of the distributed files. Actual usage varies with context length, batch size and inference engine. These figures are computed by this site from file sizes, not published by the model’s authors. Compare with other models in our VRAM quick reference. What the quantization names mean: glossary.

Figures are for ggml-org/MiMo-V2.6-Flash-RL-GGUF, the most recent model in this family with a hardware estimate.

Can You Run It Locally?

Runs in Ollama, LM Studio and llama.cpp as-is.

It is distributed in GGUF, so no conversion is needed.

License — mit (Commercial use allowed): Permits commercial use, modification and redistribution, provided the copyright notice and license text are retained.

Compiled by this site’s code from the published formats, converted builds we have found, and each engine’s own model registry. “Not found" means we have not seen such a build, not that none exists. License summaries are not legal advice — check the publisher’s original terms before relying on them.

This assessment is for ggml-org/MiMo-V2.6-Flash-RL-GGUF.

Quantized and Converted Variants

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Added Publisher Format Repository Smallest VRAM tier (build, est. memory)
2026-09-27 mlx-community MXFP4 mlx-community/MiMo-V2.6-Pro-RL-mxfp4-q8 MLX 4bit 619.0GB (does not fit a single consumer GPU)

File sizes of each build:

  • Available builds in mlx-community/MiMo-V2.6-Pro-RL-mxfp4-q8: MLX 4bit 515.8GB

This section is appended automatically by Local Model Watch when a converted build of this model appears after publication. Memory figures are estimated from the size of the distributed files.

Articles (the family’s own models first, then newest)

Published Model Type Article
2026-09-27 XiaomiMiMo/MiMo-V2.6-Pro-RL New Models Xiaomi Releases MiMo-V2.6-Pro-RL: 1.02T MoE Flagship
2026-09-22 ggml-org/MiMo-V2.6-Flash-RL-GGUF New Models MiMo-V2.6-Flash-RL-GGUF Multimodal MoE Model: ~141GB Memory

Repositories

Last updated 2026-09-27 (JST). Assembled by code from our article log; no text on this page is written by an AI model.