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    <title>Model Artifacts on 每日拍拍</title>
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      <title>MLX-LM 離線模型產物：Revision 固定、Manifest 與冷環境驗收</title>
      <link>https://dailypypy.org/learn/mlx-lm-offline-model-artifacts/</link>
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1440x768
prompt: masterpiece, best quality, highres, clean anime illustration, japanese anime style, soft shading, flat color design, 1girl, black hair, green eyes, white off-shoulder shirt, black short skirt, low angle three-quarter medium shot, holding a closed blank book at her waist with both hands, serene closed-mouth smile with relaxed open eyes, looking at viewer, pastel cream yellow background, neat composition, detailed eyes, cute and smart vibe, minimal background, polished illustration, no text
negative prompt: worst quality, bad eye, bad hand, extra limbs, manga, multiple views, monochrome, text, signature
dedup note: Current-source inventory of 202 posts reviewed before drafting. This artifact-delivery follow-up differs from ../mlx-lm-local-models/ inference, ../mlx-lm-quantization-convert/ conversion and quality comparisons, ../mlx-lm-evaluation-regression/ regression governance, ../python-hashlib/ generic digest APIs and ../python-uv-offline-cache/ dependency installation. Owns revision-to-materialized-release handoff, tokenizer/shard admission, exact file-set sealing and relocated empty-cache runtime acceptance; no quantization, speed or quality benchmark.
source check: Official Hub download/cache/environment docs and installed MLX-LM 0.32.2 loader inspected 2026-10-26. Example contract deliberately supports this selected tokenizer.json-based text model, not all Hub repositories.
verification: All five exact Bash blocks executed in a clean lab; three exact Python programs plus article tests parsed and ran. Fresh Python environment, relocated release and empty HF cache load passed with both offline flags, local_files_only and zero observed Python network attempts. 22 synthetic contract cases and 3 real-weight copy cases passed. PNG 1440x768 DAILYPYPY_00147_.png from prompt 56259f5b-b98e-411f-9a21-1729392f9ae0 visually inspected; SHA-256 d49ed42b6ff7c44acb6a835c86f544184919353d4a91889c90490c788e4f0247.
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---&gt;

&lt;h2 class=&#34;relative group&#34;&gt;一. 前言：離線能跑，不代表帶得走 
    &lt;div id=&#34;一-前言離線能跑不代表帶得走&#34; class=&#34;anchor&#34;&gt;&lt;/div&gt;
    
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&lt;p&gt;拍拍君把模型資料夾複製到另一台 Mac，關掉網路，準備展示。
結果不是聊天，而是缺檔錯誤。
原來舊電腦上「已經下載」的模型，還靠著別處的快取活著。
&lt;strong&gt;本機成功一次，是開發進度；離開原環境仍能載入，才是交付證據。&lt;/strong&gt;&lt;/p&gt;</description>
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