Platform landscape

Limitations of Together and Fireworks finetuning (and why autonomous finetuning can win)

Managed finetuning reduces setup time, but it can bottleneck iteration and portability. Here’s what breaks in practice—and how autonomous finetuning can lower total cost, including inference.