Adapter

Think of a massive language model as a fully built Lego castle. An adapter is a small plug‑in block you snap onto the existing walls to give the castle a new ability without rebuilding it from scratch. You only train the adapter’s tiny set of weights, leaving the original model untouched, so you can quickly specialize for a new task or domain with far less compute.