Cedana published a tokens-to-GPUs calculator showing that serving 1 trillion tokens in one month (30 days) on Llama 3.3 70B requires approximately 367 H100 GPUs at a base case, with a range of 211 to …
A new arXiv paper (2609.19499v1) reports that generation schedule, not candidate count alone, determines the energy and latency cost of LLM test-time scaling: on A100 GPUs, eight serial generation cal…
A hardware recommendation for running Qwen3.8 27b at agentic speeds suggests a used 20GB RTX 3080 as the best value, pairing with an existing 10GB 3080 to run a Q6 quant with decent context. The autho…
A developer trained a DistilBERT model on the AG News dataset in 10 minutes using a rented GPU and the Crunr CLI, demonstrating a cold-start fine-tuning pipeline. The experiment highlights the importa…