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  1. Home
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  3. /development-and-operations/model-fit
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repoGitLabTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

development-and-operations/model-fit

Terminal tool that ranks which LLMs can realistically run on your machine based on RAM, CPU, and GPU.

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • PossiblePossibly related (embedding) · 59%How're you deploying LLMs in production now-a-days? What's the best and most affordable way? [D] →
  • PossiblePossibly related (embedding) · 56%Evaluate a model properly →
  • PossiblePossibly related (embedding) · 55%I mapped which local LLMs actually fit each RAM tier, 8 to 128GB (open dataset) →
  • PossiblePossibly related (embedding) · 53%Ask HN: MacBook vs. Dedicated GPU for LLM →
  • PossiblePossibly related (embedding) · 51%Are there good closed vs open LLM rankings? Also, are 70B–350B models actually worth it? →
  • PossiblePossibly related (embedding) · 45%With all the Kimi drama I feel like I want to download all the current best models in case there is a ridiculous knee jerk political move pulled →
  • PossiblePossibly related (embedding) · 55%Best Local LLMs You Can Run on a Single 24GB GPU in 2026: Qwen, Gemma, Mistral, DeepSeek Compared - MarkTechPost →

Covers

newsHow're you deploying LLMs in production now-a-days? What's the best and most affordable way? [D]newsI mapped which local LLMs actually fit each RAM tier, 8 to 128GB (open dataset)newsAsk HN: MacBook vs. Dedicated GPU for LLMnewsAre there good closed vs open LLM rankings? Also, are 70B–350B models actually worth it?

Related to

tutorialEvaluate a model properly

Covers (incoming)

newsWith all the Kimi drama I feel like I want to download all the current best models in case there is a ridiculous knee jerk political move pullednewsBest Local LLMs You Can Run on a Single 24GB GPU in 2026: Qwen, Gemma, Mistral, DeepSeek Compared - MarkTechPost

Related across the graph

newsWith all the Kimi drama I feel like I want to download all the current best models in case there is a ridiculous knee jerk political move pullednewsI mapped which local LLMs actually fit each RAM tier, 8 to 128GB (open dataset)newsBest Local LLMs You Can Run on a Single 24GB GPU in 2026: Qwen, Gemma, Mistral, DeepSeek Compared - MarkTechPostnewsHow're you deploying LLMs in production now-a-days? What's the best and most affordable way? [D]newsAsk HN: MacBook vs. Dedicated GPU for LLMnewsAre there good closed vs open LLM rankings? Also, are 70B–350B models actually worth it?tutorialEvaluate a model properly
Knowledge path·NWith all the Kimi drama I feel like I want to download all the current best models in case there is a ridiculous knee jerk political move pulled→NI mapped which local LLMs actually fit each RAM tier, 8 to 128GB (open dataset)→NBest Local LLMs You Can Run on a Single 24GB GPU in 2026: Qwen, Gemma, Mistral, DeepSeek Compared - MarkTechPost→Rdevelopment-and-operations/model-fit

Topics

gitlabopen-source

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Graph trust82Primary
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