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The Domesday Book ofKWJ · AI

Llama 3.1 405B vs Llama 4

Llama 4 superior; 3.1 405B remains useful for specific fine-tuning lineages.

Llama 3.1 405B
The model that first made the open-weights vs. closed-source comparison uncomfortable for the labs.

Use this when

Existing fine-tunes based on 3.x lineage, specific benchmark compatibility.

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Llama 4
Meta's fourth Llama generation. Three sizes, all-MoE, the open-weights default for serious self-hosters.

Use this when

New deployments; Llama 4 MoE architecture more efficient at scale.

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Cost comparison

Both free self-hosted. Llama 4 MoE requires less VRAM per effective parameter.