Sep 7, 2026
Same 10 in and 50 out per million tokens. One burns 3.3x the tokens per index task and bills 2.4x. One cache line sits 4x apart.
Aug 8, 2026
Model weights are the floor. Context, concurrency, runtime, and usable memory decide whether the deployment fits.
Aug 7, 2026
Six weight-and-cache scenarios show why parameter count alone cannot answer the GPU question.
Aug 6, 2026
The official checkpoints fit in 16 GB and 80 GB. Context, concurrency, and runtime reserve decide whether your deployment does.
Aug 4, 2026
A vendor-neutral formula for turning token assumptions into a monthly API estimate.
Jul 28, 2026
A 2.5x efficiency claim, a 96-shard download, and fine print.
Jun 5, 2026
Vision is one matrix multiply. Audio drops the encoder entirely. It still runs on a 16GB laptop.