{
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  "path": "/t/how-we-slashed-our-llm-fine-tuning-costs-by-70-using-an-orchestrated-gpu-order-book-matrix-stop-paying-the-toxic-cloud-premium/176527#post_4",
  "publishedAt": "2026-06-04T15:41:34.000Z",
  "site": "https://discuss.huggingface.co",
  "textContent": "What if I just need like 12 hours max of single A100 compute to finish my project? Can you provide for on-demand pricing, not just per day/cluster/month?\n\nAlso .. what happens if I don’t have an “institutional” level email, but just a regular gmail account? Am I discarded?\n\nFinally, how is the payment done? Can I pay with crypto/card/direct bank charge ?",
  "title": "How We Slashed Our LLM Fine-Tuning Costs by 70% Using an Orchestrated GPU Order-Book Matrix (Stop Paying the Toxic Cloud Premium)"
}