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        <p>Mar 14, 2026</p>

        
        
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        <ul>
  <li><a href="#minimax-m25">Minimax M2.5</a></li>
</ul>

        <h2 id="minimax-m25">Minimax M2.5</h2>

<p>Firstly, download the following files.</p>

<div><pre><code>hf download unsloth/MiniMax-M2.5-GGUF <span>\</span>
      <span>--include</span> <span>"UD-Q3_K_XL/*"</span>
</code></pre></div>

<div><pre><code>llama-server <span>\</span>
    <span>--model</span> ~/.cache/huggingface/hub/models--unsloth--MiniMax-M2.5-GGUF/snapshots/7c50dca0e5592483ad308ecffc876aecac725660/UD-Q3_K_XL/MiniMax-M2.5-UD-Q3_K_XL-00001-of-00004.gguf <span>\</span>
    <span>--alias</span> <span>"unsloth/MiniMax-M2.5"</span> <span>\</span>
    <span>--prio</span> 3 <span>\</span>
    <span>--temp</span> 1.0 <span>\</span>
    <span>--top-p</span> 0.95 <span>\</span>
    <span>--min-p</span> 0.01 <span>\</span>
    <span>--top-k</span> 40 <span>\</span>
    <span>--ctx-size</span> 16384 <span>\</span>
    <span>--port</span> 8001 <span>\</span>
    <span>--flash-attn</span> on <span>\</span>
    <span>--threads</span> 12
</code></pre></div>

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Incredible.AI

Minimax M2.5
Firstly, download the following files.
hf download unsloth/MiniMax-M2.5-GGUF \
      --include "UD-Q3_K_XL/*"
llama-server \
    --model ~/.cache/huggingface/hub/models--unsloth--MiniMax-M2.5-GGUF/snapshots/7c50dca0e5592483ad308ecffc876aecac725660/UD-Q3_K_XL/MiniMax-M2.5-UD-Q3_K_XL-00001-of-00004.gguf \
    --alias "unsloth/MiniMax-M2.5" \
    --prio 3 \
    --temp 1.0 \
    --top-p 0.95 \
    --min-p 0.01 \
    --top-k 40 \
    --ctx-size 16384 \
    --port 8001 \
    --flash-attn on \
    --threads 12

Llama.cpp + Minimax 2.5 (Unsloth)

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