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The Flag We Tuned Around Got Deleted

The single most important llama.cpp flag for my dual Tesla P40 setup was -sm row . It split every layer's tensors across both GPUs and it was worth nearly double the throughput of the alternative…

  • -sm row flag optimized dual GPU throughput
  • Flag deleted in July 2026, disrupting performance
  • Win restored through alternative configurations

I Swept All 33 Bedrock Regions So You Don't Have To

The Amazon Bedrock pricing page publishes a training price for the Meta model you almost certainly are not fine-tuning. Here is the customization pricing on the page, as of 8 September 2026: Model…

  • Llama 3.3 70B model trained in production on Amazon Bedrock.
  • Pricing and customization options for fine-tuning models examined.
  • Llama 3.3 70B price not listed on Bedrock pricing page.

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