What’s the difference between training an LLM from scratch and fine-tuning one that already exists?
In this episode, we unpack the full story: the data, the GPUs, the cost, the workflows, and the practical reasons why most companies choose fine-tuning over full training. We also explain how fine-tuned models can adapt to new styles, languages, and business needs.

A simple and direct conversation about how modern AI models are actually built and shaped.