How do you choose an output token limit for LLM inference?
A smaller output cap can save tokens while making more answers unusable. Compare caps against task acceptance criteria before choosing one.
cost
4 posts with the tag “cost”
How much does it cost to train an LLM from scratch?
From about $300 for a 1B model to tens of millions for a frontier run. The GPU-hour formula, real published runs and worked costs at H100 list rates.
Why is the H100 so expensive, and how do you pay less?
Most of an H100's cost is memory and packaging, and demand outruns supply. Three levers cut what you pay per finished job, with a worked 8-GPU example.
Should you run an LLM locally or in the cloud?
Run an LLM locally when it fits your memory and data must stay put; use the cloud for 70B+ models, fine-tuning and batch jobs. Break-even math inside.