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Mistral medium 3.5 128B, MLX 4bit, ~70 GB

BACKGROUND
1 SIGNALFIRST DETECTED 30 April 2026UPDATED 7 May 2026
The NewsHive View

On April 30th, someone in the LocalLLaMA community posted about running Mistral Medium 3.5 at 128 billion parameters, quantized to 4-bit precision through Apple's MLX framework, arriving at a footprint of roughly 70 gigabytes. That is the complete evidence base: one post, one data point, no official confirmation from Mistral AI, no independent benchmarking, no corroborating signals from anywhere else. The previous read on this story noted that the combination — model tier plus implied hardware — was what made the post worth a second look even without corroboration. A 70GB 4-bit MLX quantization means someone is running a frontier-class model on high-end consumer Apple Silicon, likely a Mac Studio or Mac Pro with 192GB unified memory. That is not a laboratory curiosity. That is a genuine workflow.

If confirmed, here is what this means. Mistral Medium 3.5 at 128B parameters represents serious model capability — not a toy, not a fine-tune of something smaller. Getting it to run locally via MLX at 4-bit quantization would mean that practitioners with high-end Apple Silicon hardware can run a genuinely competitive model entirely offline, with no API costs, no data leaving the machine, and inference speeds that MLX has proven competitive on for this class of hardware. The second-order effect matters more than the first: every time a model of this scale becomes locally runnable, the negotiating position of cloud API providers weakens a little. Enterprises with compliance constraints and developers who have been waiting for local capability to catch up to hosted performance both move closer to a viable alternative. Mistral's positioning — consistently releasing capable models with relatively permissive terms — makes this particularly pointed if it holds up.

Watch for an official MLX model card or Hugging Face listing from a verified Mistral source, and for independent inference benchmarks that would either validate or quietly bury what this single post is claiming.

How the story developed
30 Apr
Mistral medium 3.5 128B, MLX 4bit, ~70 GB
OPINION · WHAT · LocalLLaMA
3.4
Other feeds and industry voices
29 Apr
mistralai/Mistral-Medium-3.5-128B · Hugging Face

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1sz1qer/mistralaimistralmedium35128b_hugging_face/"> <img alt="mistralai/Mistral-Medium-3.5-128B · Hugging

OPINION · WHAT · LocalLLaMAOPEN STORY
30 Apr
Mistral Medium 3.5: A reliability first open source model from Europe

<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1szno73/mistral_medium_35_a_reliability_first_open_source/"> <img alt="Mistral Medium 3.5: A reliability

OPINION · WHERE · singularityOPEN STORY
23 Mar
Mistral-4-Small UNCENSORED - 30GB - MAC ONLY - MLX STUDIO - DEALIGN.AI

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s1ewzj/mistral4small_uncensored_30gb_mac_only_mlx_studio/"> <img alt="Mistral-4-Small UNCENSORED - 30GB -

OPINION · WHAT · LocalLLaMAOPEN STORY
28 Apr
Mistral-Medium 3.5 (128B) spotted ?

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1sycgzj/mistralmedium_35_128b_spotted/"> <img alt="Mistral-Medium 3.5 (128B) spotted ?"

OPINION · WHAT · LocalLLaMAOPEN STORY
1 May
mistralai_Mistral-Medium-3.5-128B-Q3_K_M experiences on 3x3090

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1t1a40e/mistralai_mistralmedium35128bq3_k_m_experiences/"> <img

OPINION · WHAT · LocalLLaMAOPEN STORY
2 May
Mistral Medium 3.5 128b ggufs are fixed

<!-- SC_OFF --><div class="md"><p>All ggufs were broken, resulting in bad outputs, especially at long context.</p> <p>Anyway, it is fixed now: <a

OPINION · WHAT · LocalLLaMAOPEN STORY
2 May
Unsloth solved bug in Mistral Medium 3.5 implementation

<!-- SC_OFF --><div class="md"><p><a href="https://unsloth.ai/docs/models/mistral-3.5">https://unsloth.ai/docs/models/mistral-3.5</a></p> <p>&quot;May 1, 2026 Update: We worked

OPINION · WHAT · LocalLLaMAOPEN STORY
29 Apr
Mistral Medium 3.5 128B is launched

<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1sz95za/mistral_medium_35_128b_is_launched/"> <img alt="Mistral Medium 3.5 128B is launched"

OPINION · WHAT · singularityOPEN STORY
Sources
LocalLLaMA

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