A step-by-step recipe for building an LLM judge to identify bias and equity-related harms in healthcare AI applications.A hands-on programming tutorial of instruction tuning: I take a base Gemma 2B model and fine-tune it on the Alpaca dataset on a small GPU; this enables the model to follow user instructions.