Fine-Tuning LLMs for Legal Tech: Nebius AI Cloud vs Nebius Token Factory — A Developer's Honest Comparison

A hands-on walkthrough of fine-tuning the same legal Q&A dataset on two very different platforms — and what it really costs. Why Fine-Tune for Legal Tech? Large language models are impressively general, but "general" is the enemy of "trustworthy" in legal work. A model that confidently summarizes UK legislation one moment and hallucinates a fictional statute the next isn't useful in production. Fine-tuning on a curated domain dataset — in our case, legislation Q&A pairs derived from real