Researchers Show How to Extract LLM Knowledge Without Model Access

A new approach lets developers distill capabilities from closed-source large language models into smaller, locally-runnable versions using only API access. This matters for indie makers who can't afford to fine-tune GPT-4 or Llama directly—distillation offers a path to competitive AI features without licensing costs or dependency on external APIs.