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Research Note

Llama 3.1 Variant Selection Record

The official Llama 3.1 release includes 8B, 70B, and 405B parameter scales, with pretrained and instruction-tuned forms. The model card records supported languages, conte

Aug 4, 20261 min readBy Dalton Anderson

Llama 3.1 Variant Selection Record

The official Llama 3.1 release includes 8B, 70B, and 405B parameter scales, with pretrained and instruction-tuned forms. The model card records supported languages, context, intended use, architecture, evaluation, and safety information.

Selection must begin with a bounded workload and matched evaluation. Record exact model identity, base or instruct form, source, files, hashes, tokenizer, prompt format, precision, quantization, conversion, runtime, hardware, context, quality, latency, throughput, cost, safety, and license.

A larger parameter count is not an automatic deployment recommendation. A third-party conversion or quantization is a distinct artifact.

Sources

Follow the evidence.

  1. Introducing Llama 3.1ai.meta.com
  2. ai.meta.com: the llama 3 herd of modelsai.meta.com
  3. owasp.org: www project top 10 for large language model applicationsowasp.org
  4. github.com: PurpleLlamagithub.com
  5. huggingface.co: modelshuggingface.co
  6. NIST AI Risk Management Frameworknist.gov
  7. genai.owasp.org: owasp top 10 for llm applications 2025genai.owasp.org
  8. huggingface.co: model memory anatomyhuggingface.co
  9. youtu.be: gg2I5iO1x0oyoutu.be
  10. github.com: MODEL CARDgithub.com
  11. daltonanderson.ghost.io: unlocking llama 3 1 metas open source ai revolutiondaltonanderson.ghost.io
  12. Meta Llama models repositorygithub.com
  13. cloud.google.com: prompt design strategiescloud.google.com
  14. docs.nvidia.com: benchmarkingdocs.nvidia.com
  15. docs.cloud.google.com: tune modelsdocs.cloud.google.com
  16. NIST: Artificial Intelligence Risk Management Framework, Generative Artificial Intelligence Profilenist.gov
  17. docs.cloud.google.com: rag quickstartdocs.cloud.google.com
  18. opensource.org: open source ai definitionopensource.org
  19. github.com: USE POLICYgithub.com
  20. github.com: LICENSEgithub.com
  21. open.spotify.com: 6DI2GolY5QTfflWBunE2xiopen.spotify.com
Llama 3.1 Variant Selection Record